{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "hidden": true
   },
   "outputs": [],
   "source": [
    "options(\n",
    "    repr.matrix.max.rows = 10,  # smaller matrix output\n",
    "    repr.plot.res = 70,         # smaller plots\n",
    "    repr.plot.height = 6,       # leave room for the legend\n",
    "    jupyter.plot_mimetypes =    # pretty plots in vignette\n",
    "        c('application/pdf', 'image/png'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interaction with the tidyverse and ggplot2\n",
    "\n",
    "The [tidyverse](https://www.tidyverse.org/), [ggplot2](http://ggplot2.tidyverse.org/), and destiny are a great fit!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "suppressPackageStartupMessages({\n",
    "    library(destiny)\n",
    "    library(tidyverse)\n",
    "    library(forcats)  # not in the default tidyverse loadout\n",
    "})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ggplot has a peculiar method to set default scales: You just have to define certain variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "scale_colour_continuous <- scale_color_viridis_c"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When working mainly with dimension reductions, I suggest to hide the (useless) ticks:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "theme_set(theme_gray() + theme(\n",
    "    axis.ticks = element_blank(),\n",
    "    axis.text  = element_blank()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let’s load our dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data(guo_norm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Of course you could use <code>[tidyr](http://tidyr.tidyverse.org/)::[gather()](https://rdrr.io/cran/tidyr/man/gather.html)</code> to tidy or transform the data now, but the data is already in the right form for destiny, and [R for Data Science](http://r4ds.had.co.nz/tidy-data.html) is a better resource for it than this vignette. The long form of a single cell `ExpressionSet` would look like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>Cell</th><th scope=col>num_cells</th><th scope=col>Gene</th><th scope=col>Expression</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>2C 1.1</td><td>2     </td><td>Actb  </td><td>-0.575</td></tr>\n",
       "\t<tr><td>2C 1.2</td><td>2     </td><td>Actb  </td><td>-0.435</td></tr>\n",
       "\t<tr><td>2C 2.1</td><td>2     </td><td>Actb  </td><td> 0.460</td></tr>\n",
       "\t<tr><td>2C 2.2</td><td>2     </td><td>Actb  </td><td> 0.610</td></tr>\n",
       "\t<tr><td>2C 3.1</td><td>2     </td><td>Actb  </td><td> 1.970</td></tr>\n",
       "\t<tr><td>⋮</td><td>⋮</td><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><td>64C 7.10</td><td>64      </td><td>Tspan8  </td><td>3.220   </td></tr>\n",
       "\t<tr><td>64C 7.11</td><td>64      </td><td>Tspan8  </td><td>3.415   </td></tr>\n",
       "\t<tr><td>64C 7.12</td><td>64      </td><td>Tspan8  </td><td>4.540   </td></tr>\n",
       "\t<tr><td>64C 7.13</td><td>64      </td><td>Tspan8  </td><td>5.315   </td></tr>\n",
       "\t<tr><td>64C 7.14</td><td>64      </td><td>Tspan8  </td><td>2.865   </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llll}\n",
       " Cell & num\\_cells & Gene & Expression\\\\\n",
       "\\hline\n",
       "\t 2C 1.1 & 2      & Actb   & -0.575\\\\\n",
       "\t 2C 1.2 & 2      & Actb   & -0.435\\\\\n",
       "\t 2C 2.1 & 2      & Actb   &  0.460\\\\\n",
       "\t 2C 2.2 & 2      & Actb   &  0.610\\\\\n",
       "\t 2C 3.1 & 2      & Actb   &  1.970\\\\\n",
       "\t ⋮ & ⋮ & ⋮ & ⋮\\\\\n",
       "\t 64C 7.10 & 64       & Tspan8   & 3.220   \\\\\n",
       "\t 64C 7.11 & 64       & Tspan8   & 3.415   \\\\\n",
       "\t 64C 7.12 & 64       & Tspan8   & 4.540   \\\\\n",
       "\t 64C 7.13 & 64       & Tspan8   & 5.315   \\\\\n",
       "\t 64C 7.14 & 64       & Tspan8   & 2.865   \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "Cell | num_cells | Gene | Expression | \n",
       "|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| 2C 1.1 | 2      | Actb   | -0.575 | \n",
       "| 2C 1.2 | 2      | Actb   | -0.435 | \n",
       "| 2C 2.1 | 2      | Actb   |  0.460 | \n",
       "| 2C 2.2 | 2      | Actb   |  0.610 | \n",
       "| 2C 3.1 | 2      | Actb   |  1.970 | \n",
       "| ⋮ | ⋮ | ⋮ | ⋮ | \n",
       "| 64C 7.10 | 64       | Tspan8   | 3.220    | \n",
       "| 64C 7.11 | 64       | Tspan8   | 3.415    | \n",
       "| 64C 7.12 | 64       | Tspan8   | 4.540    | \n",
       "| 64C 7.13 | 64       | Tspan8   | 5.315    | \n",
       "| 64C 7.14 | 64       | Tspan8   | 2.865    | \n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "      Cell     num_cells Gene   Expression\n",
       "1     2C 1.1   2         Actb   -0.575    \n",
       "2     2C 1.2   2         Actb   -0.435    \n",
       "3     2C 2.1   2         Actb    0.460    \n",
       "4     2C 2.2   2         Actb    0.610    \n",
       "5     2C 3.1   2         Actb    1.970    \n",
       "⋮     ⋮        ⋮         ⋮      ⋮         \n",
       "20540 64C 7.10 64        Tspan8 3.220     \n",
       "20541 64C 7.11 64        Tspan8 3.415     \n",
       "20542 64C 7.12 64        Tspan8 4.540     \n",
       "20543 64C 7.13 64        Tspan8 5.315     \n",
       "20544 64C 7.14 64        Tspan8 2.865     "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "guo_norm %>%\n",
    "    as('data.frame') %>%\n",
    "    gather(Gene, Expression, one_of(featureNames(guo_norm)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But destiny doesn’t use long form data as input, since all single cell data has always a more compact structure of genes×cells, with a certain number of per-sample covariates (The structure of `ExpressionSet`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "dm <- DiffusionMap(guo_norm)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`names(dm)` shows what names can be used in `dm$<name>`, `as.data.frame(dm)$<name>`, or `ggplot(dm, aes(<name>))`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'DC1'</li>\n",
       "\t<li>'DC2'</li>\n",
       "\t<li>'DC3'</li>\n",
       "\t<li>'DC4'</li>\n",
       "\t<li>'DC5'</li>\n",
       "\t<li>'DC6'</li>\n",
       "\t<li>'DC7'</li>\n",
       "\t<li>'DC8'</li>\n",
       "\t<li>'DC9'</li>\n",
       "\t<li>'DC10'</li>\n",
       "\t<li>'DC11'</li>\n",
       "\t<li>'DC12'</li>\n",
       "\t<li>'DC13'</li>\n",
       "\t<li>'DC14'</li>\n",
       "\t<li>'DC15'</li>\n",
       "\t<li>'DC16'</li>\n",
       "\t<li>'DC17'</li>\n",
       "\t<li>'DC18'</li>\n",
       "\t<li>'DC19'</li>\n",
       "\t<li>'DC20'</li>\n",
       "\t<li>'Actb'</li>\n",
       "\t<li>'Ahcy'</li>\n",
       "\t<li>'Aqp3'</li>\n",
       "\t<li>'Atp12a'</li>\n",
       "\t<li>'Bmp4'</li>\n",
       "\t<li>'Cdx2'</li>\n",
       "\t<li>'Creb312'</li>\n",
       "\t<li>'Cebpa'</li>\n",
       "\t<li>'Dab2'</li>\n",
       "\t<li>'DppaI'</li>\n",
       "\t<li>'Eomes'</li>\n",
       "\t<li>'Esrrb'</li>\n",
       "\t<li>'Fgf4'</li>\n",
       "\t<li>'Fgfr2'</li>\n",
       "\t<li>'Fn1'</li>\n",
       "\t<li>'Gapdh'</li>\n",
       "\t<li>'Gata3'</li>\n",
       "\t<li>'Gata4'</li>\n",
       "\t<li>'Gata6'</li>\n",
       "\t<li>'Grhl1'</li>\n",
       "\t<li>'Grhl2'</li>\n",
       "\t<li>'Hand1'</li>\n",
       "\t<li>'Hnf4a'</li>\n",
       "\t<li>'Id2'</li>\n",
       "\t<li>'Klf2'</li>\n",
       "\t<li>'Klf4'</li>\n",
       "\t<li>'Klf5'</li>\n",
       "\t<li>'Krt8'</li>\n",
       "\t<li>'Lcp1'</li>\n",
       "\t<li>'Mbnl3'</li>\n",
       "\t<li>'Msc'</li>\n",
       "\t<li>'Msx2'</li>\n",
       "\t<li>'Nanog'</li>\n",
       "\t<li>'Pdgfa'</li>\n",
       "\t<li>'Pdgfra'</li>\n",
       "\t<li>'Pecam1'</li>\n",
       "\t<li>'Pou5f1'</li>\n",
       "\t<li>'Runx1'</li>\n",
       "\t<li>'Sox2'</li>\n",
       "\t<li>'Sall4'</li>\n",
       "\t<li>'Sox17'</li>\n",
       "\t<li>'Snail'</li>\n",
       "\t<li>'Sox13'</li>\n",
       "\t<li>'Tcfap2a'</li>\n",
       "\t<li>'Tcfap2c'</li>\n",
       "\t<li>'Tcf23'</li>\n",
       "\t<li>'Utf1'</li>\n",
       "\t<li>'Tspan8'</li>\n",
       "\t<li>'Cell'</li>\n",
       "\t<li>'num_cells'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'DC1'\n",
       "\\item 'DC2'\n",
       "\\item 'DC3'\n",
       "\\item 'DC4'\n",
       "\\item 'DC5'\n",
       "\\item 'DC6'\n",
       "\\item 'DC7'\n",
       "\\item 'DC8'\n",
       "\\item 'DC9'\n",
       "\\item 'DC10'\n",
       "\\item 'DC11'\n",
       "\\item 'DC12'\n",
       "\\item 'DC13'\n",
       "\\item 'DC14'\n",
       "\\item 'DC15'\n",
       "\\item 'DC16'\n",
       "\\item 'DC17'\n",
       "\\item 'DC18'\n",
       "\\item 'DC19'\n",
       "\\item 'DC20'\n",
       "\\item 'Actb'\n",
       "\\item 'Ahcy'\n",
       "\\item 'Aqp3'\n",
       "\\item 'Atp12a'\n",
       "\\item 'Bmp4'\n",
       "\\item 'Cdx2'\n",
       "\\item 'Creb312'\n",
       "\\item 'Cebpa'\n",
       "\\item 'Dab2'\n",
       "\\item 'DppaI'\n",
       "\\item 'Eomes'\n",
       "\\item 'Esrrb'\n",
       "\\item 'Fgf4'\n",
       "\\item 'Fgfr2'\n",
       "\\item 'Fn1'\n",
       "\\item 'Gapdh'\n",
       "\\item 'Gata3'\n",
       "\\item 'Gata4'\n",
       "\\item 'Gata6'\n",
       "\\item 'Grhl1'\n",
       "\\item 'Grhl2'\n",
       "\\item 'Hand1'\n",
       "\\item 'Hnf4a'\n",
       "\\item 'Id2'\n",
       "\\item 'Klf2'\n",
       "\\item 'Klf4'\n",
       "\\item 'Klf5'\n",
       "\\item 'Krt8'\n",
       "\\item 'Lcp1'\n",
       "\\item 'Mbnl3'\n",
       "\\item 'Msc'\n",
       "\\item 'Msx2'\n",
       "\\item 'Nanog'\n",
       "\\item 'Pdgfa'\n",
       "\\item 'Pdgfra'\n",
       "\\item 'Pecam1'\n",
       "\\item 'Pou5f1'\n",
       "\\item 'Runx1'\n",
       "\\item 'Sox2'\n",
       "\\item 'Sall4'\n",
       "\\item 'Sox17'\n",
       "\\item 'Snail'\n",
       "\\item 'Sox13'\n",
       "\\item 'Tcfap2a'\n",
       "\\item 'Tcfap2c'\n",
       "\\item 'Tcf23'\n",
       "\\item 'Utf1'\n",
       "\\item 'Tspan8'\n",
       "\\item 'Cell'\n",
       "\\item 'num\\_cells'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'DC1'\n",
       "2. 'DC2'\n",
       "3. 'DC3'\n",
       "4. 'DC4'\n",
       "5. 'DC5'\n",
       "6. 'DC6'\n",
       "7. 'DC7'\n",
       "8. 'DC8'\n",
       "9. 'DC9'\n",
       "10. 'DC10'\n",
       "11. 'DC11'\n",
       "12. 'DC12'\n",
       "13. 'DC13'\n",
       "14. 'DC14'\n",
       "15. 'DC15'\n",
       "16. 'DC16'\n",
       "17. 'DC17'\n",
       "18. 'DC18'\n",
       "19. 'DC19'\n",
       "20. 'DC20'\n",
       "21. 'Actb'\n",
       "22. 'Ahcy'\n",
       "23. 'Aqp3'\n",
       "24. 'Atp12a'\n",
       "25. 'Bmp4'\n",
       "26. 'Cdx2'\n",
       "27. 'Creb312'\n",
       "28. 'Cebpa'\n",
       "29. 'Dab2'\n",
       "30. 'DppaI'\n",
       "31. 'Eomes'\n",
       "32. 'Esrrb'\n",
       "33. 'Fgf4'\n",
       "34. 'Fgfr2'\n",
       "35. 'Fn1'\n",
       "36. 'Gapdh'\n",
       "37. 'Gata3'\n",
       "38. 'Gata4'\n",
       "39. 'Gata6'\n",
       "40. 'Grhl1'\n",
       "41. 'Grhl2'\n",
       "42. 'Hand1'\n",
       "43. 'Hnf4a'\n",
       "44. 'Id2'\n",
       "45. 'Klf2'\n",
       "46. 'Klf4'\n",
       "47. 'Klf5'\n",
       "48. 'Krt8'\n",
       "49. 'Lcp1'\n",
       "50. 'Mbnl3'\n",
       "51. 'Msc'\n",
       "52. 'Msx2'\n",
       "53. 'Nanog'\n",
       "54. 'Pdgfa'\n",
       "55. 'Pdgfra'\n",
       "56. 'Pecam1'\n",
       "57. 'Pou5f1'\n",
       "58. 'Runx1'\n",
       "59. 'Sox2'\n",
       "60. 'Sall4'\n",
       "61. 'Sox17'\n",
       "62. 'Snail'\n",
       "63. 'Sox13'\n",
       "64. 'Tcfap2a'\n",
       "65. 'Tcfap2c'\n",
       "66. 'Tcf23'\n",
       "67. 'Utf1'\n",
       "68. 'Tspan8'\n",
       "69. 'Cell'\n",
       "70. 'num_cells'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       " [1] \"DC1\"       \"DC2\"       \"DC3\"       \"DC4\"       \"DC5\"       \"DC6\"      \n",
       " [7] \"DC7\"       \"DC8\"       \"DC9\"       \"DC10\"      \"DC11\"      \"DC12\"     \n",
       "[13] \"DC13\"      \"DC14\"      \"DC15\"      \"DC16\"      \"DC17\"      \"DC18\"     \n",
       "[19] \"DC19\"      \"DC20\"      \"Actb\"      \"Ahcy\"      \"Aqp3\"      \"Atp12a\"   \n",
       "[25] \"Bmp4\"      \"Cdx2\"      \"Creb312\"   \"Cebpa\"     \"Dab2\"      \"DppaI\"    \n",
       "[31] \"Eomes\"     \"Esrrb\"     \"Fgf4\"      \"Fgfr2\"     \"Fn1\"       \"Gapdh\"    \n",
       "[37] \"Gata3\"     \"Gata4\"     \"Gata6\"     \"Grhl1\"     \"Grhl2\"     \"Hand1\"    \n",
       "[43] \"Hnf4a\"     \"Id2\"       \"Klf2\"      \"Klf4\"      \"Klf5\"      \"Krt8\"     \n",
       "[49] \"Lcp1\"      \"Mbnl3\"     \"Msc\"       \"Msx2\"      \"Nanog\"     \"Pdgfa\"    \n",
       "[55] \"Pdgfra\"    \"Pecam1\"    \"Pou5f1\"    \"Runx1\"     \"Sox2\"      \"Sall4\"    \n",
       "[61] \"Sox17\"     \"Snail\"     \"Sox13\"     \"Tcfap2a\"   \"Tcfap2c\"   \"Tcf23\"    \n",
       "[67] \"Utf1\"      \"Tspan8\"    \"Cell\"      \"num_cells\""
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "names(dm)  # namely: Diffusion Components, Genes, and Covariates"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Due to the `fortify` method (which here just means `as.data.frame`) being defined on `DiffusionMap` objects, `ggplot` directly accepts `DiffusionMap` objects:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/pdf": "JVBERi0xLjUKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nIDE0IDAgUgo+PgpzdGFydHhyZWYKMjE3MTIKJSVFT0YK",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAGkCAIAAABxXfFxAAAACXBIWXMAAArDAAAKwwE0KSSr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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(dm, aes(DC1, DC2, colour = Klf2)) +\n",
    "    geom_point()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When you want to use a Diffusion Map in a dplyr pipeline, you need to call `fortify`/`as.data.frame` directly:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/pdf": "JVBERi0xLjUKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs\nYXRlRGVjb2RlCj4+CnN0cmVhbQp4nK19Sc/sSnLdnr/iW7636BKTmclh27ZgQIAXshrwQvBC\nTqkFCCobGgDB/94Z50QEWcF66max8NB97zk3I5jFIYeYMv2M/b/fpf5/JU8/7Tn8y5B+5L9/\n/cefv/i78ecf/22QFnUsaPCv//DzxzNBif/x337SY5znbVl//qNzf9X/90/D3/6vn/Ex/vz9\nkMaf//4TRP9m+Ouffxmm6bHV5ac+yvqT1/kxlvxTxvKoaPM/f/7PMD62KdV5+zn/Ze/nq5r6\nWFdRkx911m4ertX/3S+V7Cr+M+yHP2rOZd36rxnf/ppdWb/I/PPsl1sfaynO/PPrL8wp+1Wn\n21dNuf+Zj1dVJlx1KtP3fmtX9sjlcFElwjXTMn7vml3ZY5mOv9SYcNVt/d7t3bZHGrfDNZWI\nN3f54r1dHmU7vkZK2CX7PcXLPYWv4/L1Fvl65q5lQ8efRkC7XS311wZEunu5JK/IvByuZ8zL\nBaf+dXzn93VNjzVNhwsa83rBtXzrgv17n+p6vKAyLxfMdf7SLe2aHsuYDxc05vUX6lBRtj/9\nYRzG7v983CnbY+lD6mHcUeb0aSzfu+q0rI9U6svHQSZeddxH9nz7quPcn0Q6XlWZON7l8r3f\n2pU9trQexztlwlXn6XsXnfMjj8f7q4S/u3/mt/Inr5f7hxHeXBCvg884f+lyXdNjLsdP05jX\nCy7Lty7Y38s+TxyuR+L1wyzbly7XNfUXsh6HHmVeh57pz5w8/vTzm/pkcbyfSrxebkvfutw2\nPcrLZGXMywV7F5apFlkYlnla+rjQ/yJ/vqxkf7tR71FfUozrPKffXLzmdXuU/mJO8yNPsgZy\nYn1sGYs+ma4DYuO2E/mxpG3YhYGj8vbz+z/xm/7zHyNXm0YZgB9LXdFXEiX1mVe6lx7TdoLa\nvBnRuzk/Up12fQFa+5u97WvlLfWvUoZagPKYytz/OsmnExAbNsP9xo39de9iw+Hve7O7N3J8\npL4yWfr0uqJ7RmwPectz/we5ExGyeTNi+FnKIy3zLh6gtb/b2xXdqP3OrDN6q0R5zNK9tchX\nExAbN8N9/Cjr4KKAUfM3OrqOMmw9at20oyDyI80rurJuZ8jmzYjeywV7HhMP0Nvf7O3SV+Jz\n/ekjz4YhyHDFSJuXvsusZ4jWbcdj/7SHXVhgUH27o6J0ls3hI6347I3oo8zG3WepZ8jmzYhB\nBrHaR2UTD9Dbf+ElkIWTTAL2DhR5aPMy4RFvOSBt2xxX9tdUVf6eF8X3n76MhflnHh8Tn77i\n6bFmGZaWR17PEK2b47o85ikNLk0clH+jq2sfz+f6WCftKvCKKVP6Ip9HhGjddpwfU9KuQho4\nKL//8PsbP2/yxZaZAyuJ/sDlqeU+oo7zFKE2b0b0XvaRoNZdX4DW/m5v06N0rv/2OnI+VaLv\nQtKCz1i+/QjZvBkxyFuyjdMuHqC1vz8MjFtfsY94x5470Z+kmizkA46QzZsRw0/pX1CaXTxA\nb3+3t1NfAvX3a0Nvnk70xckqQ6QN5q9QmzcjsFaZ5eabvgCt/d1PrGDG7hcdC3qrRL8psyyN\nlhH7mQC1eTOir1X6WFXSri9Aa3//K8tpkk94WRb9ykDMGJVy35yU8QzZvBnR39ukE7GKB2jt\n774JGVaTviZeucI2ok9LGWvkXE6IjdtO9BE1yetgwsBR+f072zfIYv3YHuvKO0ui9O3JNmF8\nKvkEtXkzAiuYaU27vgCtvfR26UvG/lLIZ5fr1DvGbp5prqnxaPriWZ7ocyeW/hFPWD3LP0TI\n5s2IQRbSi2wNTDxAa3+9f/kx9u8x9f1hKhhSnZmxq8h1e6Q+vpwxJZoxQ6fSo8o74SoiNpFP\nupn7yjOl/nKNSbsJpr9Xsoiusj4uJ6jtmzG9k6kPSFs9qIzYRD7ppEx6KfXJb7FOkunznxji\neie28g5Tohkj3Zwek8y4riJiE7nezf5u57U/jUmWvs8DwcWc3IjpDUTzZsQgtvhFvmgVD9Db\nX+/fipuTJrF9YVfiTO0Pt3+Nc4Fj54wp0Yzpt3EaYZDdVURsIte7ySFF3pcVo6QRU/9TbL21\nL9fXN5gCzYgBr8Mko5KrjFglPumj7BPT2BXOk3aSTFcpe4jeB9kBnzElmjED3gfMpa4iYhO5\n3s0EK2efGkbtpRL1Mcv81lfp8mlGyObNiEFme2w8TDxAa/9J/0pfxaYx697Dicr9zoIN7glm\n3XyQkFsoiutBPuK87z+u9XCEyQXfLFcYzix468QzkabtDaZEM2bgl7ukg4qITeRyN+WN/0m5\nvzCw5xvuL1KWd69/tFt5g9m+GSOfdR/Np8kUvCJvfv0uloeMCaliqfrcibXPsjNugGy9zpgC\nzRj5pPMjyZbCNARoAh91seJzTTo2kkiJBkzpgPgqIlaBZsyACV2iAFxlgCZw/SEvWCylqQ8c\ncGY4k0fuAfqOR16gE1aJZsyAIV7stbvSiE3kejf7S9Mnj1Q2+2SMqZN+ItwHnrBKNGN6N8vC\nT8SVRrx9+sn0FV4tC+b7KW26giQzYwkt4698LmdMiWbMgLdilvAHVxGxiXzy0Mc+dPVFgFrl\nlZA1ICxEGVvyALV5M6IP4TPfW9MX4Hawy1/tX80y3PUdHU0HxqSR96D3YM75jFWiGTNgnJfl\n9q40YhP56PPuX4QY9rfFPm8hFloo5OMdz5DNmxF9W9uf+Lru4gFa+0+WuFjcyYtSbbtAZsZY\nKG88losnTIlmjL6NWECYiohN5JMJe5u5tqctw4m1r5orZoqxvsMQaEZwIMey2xQEqO0/mbDn\nkUs7WTU/d2bCullmY/EORKjtmzFcPcoQuKuM2ER+L0Fjj2XaSt8yjvKlz/0tlU6+oaWTpU/0\nfeWa5r44rFiYGbNMXFqV1OfaN1glmjG9m7IvEP+RK43YRK53c4ZxOvUfnOi8cmZ6LLhG/1M2\nCCdMiWZM7ya+4bSriNhFrnezYlWfcp9ZF95NZfo9EsON3CsZ3k5YJZoxvZt5xpZnVxqxiVzv\nZp9ZJTpm6kPuhk/cmY17p9In55LeYEo0Y2T6Fl/WelARsYlc7maflBf80GSbBmcytwllxXx4\nxsn2DWQGrCLw+pqKiF3kcjdz/xg33qsE74oRXaW8grn3TixNJ0yBZoR0coYDa1cZsUpc7+PG\n/Ur/AjeEFTrTP2uZ0HKuCNY4YZVoxvAzl/F+VxqxiVx/MXWV2B/KtvH7MaYvwyTsUL0UZ0yJ\nZox85iNNra4iYhP55MVEIKL4y3VdacyMcFh57VJ+hynRjOndFP+5+N1cRcQm8smgWfBq0xT1\n3Bm5RysHySoruIhVohkzYMcmxqhdacQmcr2bE2JMU78jVUcjZWpi8ENeEVR4wirRjJFVesVD\n3ZVGbCLXuzliuJVhWNbezwOzPRD72/9F7HdnTIlmDO+mmEt3FRGbyCefkExeskWeF/uEyFQa\nvKV7+QzZvikxYOsGh6DLR2wS1/vY1wFppoaZT9yY3qklY47bxneYEs0Y6+Z0UBGxiVz/zAvt\nJxIEXTj/GJPhAMkV7d9gSjRjZNCU733ZVUTsIp90U0wVsgGVwKbnzsgQIi6H3gn5lxNWiWaM\nfD8zthu70ohN5JNBc+U8K0/0uRPZh8gtnyGbNyMGmbhpIqR4gN7+k9FymxPGwiWvOlqSUQ9R\n/3Os7zAlmjHyUq54qq4iYhe5fhsTdwkSWaIvpTEzX8K+8FrWdzjbS0lmwN3iS2gqIs4fv5Sp\nr7tW/HCJZnruTP/pm5h3eick1PaEVaIZM2AUWCSRxJVGbCKfjJaLuK0OI5ExFdOujIb7yHTE\nPhKROY5EpiLij0cisTX1rzCtq8UZGNNXC4gskHdye4NVohnTuymRzGk+KI3YRD75hGA968tW\nidB5HpgNYRdYTmzvMCWaMdxXTPmgIUAT+GTyEXuTbBRLtsmHTGU0e59a1vEdpkQzRtaYG0Ml\nTEXELvLJqgg7ri1j0/A8MDMNj3mDEfyMKdGM4Roz1fmgImITuf6dM2BNnGzTWs3gD6bfo40z\nh7z1Z0yJZgw9eRjKTUOAJvDJ51MnxvvPdNE7s3BF2T8OCWE5Y0o0Yzhm2nhFFRGbyPVuSpBv\nn8PUOPY8MBV7aTGkwNR/wpRoxgwwYohtc1cRsYl8YjJalw37KVmFPw9MfpTETdm25DeYEs2Y\nAevxCQYGVRGxi3w2n2+wro3LPp9vGErm1ebvd5gSNp/Ld576eLXkXUXELnJ9Zz7zh+Zqux9n\nVt3tTLx7J1x99zPp3czc0u4qIq4f7342frV9TttHTTLZR0kJHjnj8TBqdmaASchGSQ4FAbvI\nJ6PmjGVgNVeKMwtdJxJJv+Q3uJorhQzvJtwEriJiE7k+ajJbVtY+zETcGfUiyq2o7zAlmjED\nf8mWdhURu8gn4+aEIW175GrjJpiSsI7FogLbgoBVohlDcyYNs6Y0YhP55EvPYtmXBS9j3J1Z\nYcOXJybLjTOmRDNm4JK3HjQEaAIfLYhnNUCwk8ZUDfGT5a5kpUWsEs0YtXJI9L0rjXjdw/Ev\n79LmOqtFyGyuZNTBJBNIeYcp0YwZ3CbkKiJ2kU/upswsskTQmDZnJsxvmI7Hd3i0mDYy9K4g\nhs1UROwin/gDZBPrlmHFZgjut1C8NwG6WdiwGIElSty0AQflH5oHJfRI7LqrTZBkVoTKYy2+\nvsOUaMbws5FHuauI2EQ+mXlk8d3niGTzDnBfYa8b7kJazxCt245LX0NKDKhJAwflH+7GZSro\nlxmT78ZXhgcg7UD22jK/nDAlmjEDviixrewqIjYR7WYRB3H/c17nPoBaL1/Z3slpGx/YGvZd\nMqIBlZjG/kefZqd1efm7NWyKKnavFBoCPjS+1ilxc8nbu/T3ZIFDwoiKRb+klEwnxMZtJyRi\nWCKQTRg4Kr/cNwnlEZscUrHw0hnTN06jRNCMGw19EatEM0a225UpQK40YhO5+FTXkV73WfYb\nG1LhjVkQhz0tM8evE6ZEM2bAPlV+x64iYhO5eicnOtFlLcKkUmdmDKpyn+CWP2FKNGPo0JF3\ndFcRsYlc/T5mWLngEIJzbGcqnGHTNmGBesaTerqUUa9Tv2O7ioinV+fYn/24J0kGEgNDgvfB\niDlh+pUsffkcA9TmzYhB7rM4u11fgNb+6i0sdFb19waj9E4UmOpktIAD7IQnjrxK0KQiQ7Nr\niNgkrr+JeGRz0dRCJxjRk8d+g6Z3uGh2IQl+LOKz3zVEXDzF8EoPZaWifkmZ358HpsoUnyWS\nZX4D2b4ZMzAWTcxrpiBiF7n4mGexrvdxdYaD67kTK+wRk0TpyvrzhCnQjBkwNouHyzUEaAIX\n7+G4qgt6ssgGZwojGSSkuaxv8GSRDWT4JiKjxFRE7CLXX0UYl/rQoJlNzkwMj+pXWMZ3eLTk\nJjIMSyw6CEJFxC5y9U6qYx1WYRj2nNmwethm2BBPkO2bMdLFwvQLVxCxiVxdQmBvlsQ+uJnp\nvmIITKI+I6Q+QrZuO+6r6BUrQ9UGHJRfHw8rEvcweCGe3BkZviaZQiS19w1WiWbMgDFaPCO7\n0ohN5Fon07YhpnHSxIDnzvSXR8xbstZDKYWIVaIZM3SKqQG70ohN5OKdXCpDevoyiTOLEX3C\nwEyyJGSInDAFmhFciaHCjWkMcP1sXklcIS1WJWxnZthfcr8TErp+xpRoxsigmOiycxURm8jV\nxcOMXDJx9Wyw3u3MhrBgzP/rO0yJZozcxoIV/64iYhO5Ov8lmH5TLUimeR6YBWvCLEkz2ztM\niWbMACMKSia5iohN5Orj1pyKOVvkuzOVyVGSxZXe4WyR72Roo68HBa8o71HvVzoocTl5xrgv\noWPPAyMlHsTiySJkZ0yJZgwnFwncdBURu8jVRz0yVFwyjekddqboTRBTd0Rs3YwZGGojnmAT\nj9hFrs5+/QLwkmww+T53ZukPTxyRkjFT3mCVaMYwXk5ixXelEZvI1UfN+kryIHMx1wEZtQfm\nCWEGZ0yJZgz3LYsGLVFFxCZy/X2UDYbIi6fkeWBm2mAys9vPmBLNGH7VqKLjKiI2kauPuz8B\nsQcvIzIvnwcmo6xBX58wTPSEKdGMYaSPJHyZhgBd4Op9TLQGr/T2Pg/MinjGPkFgpXfGlGjG\nyBCeNRLVVERsItdHR9jVa4GR63lgJFtmw9gn9RrOmBLNmAGLX9jBXUXEJnJ18FmYSqqmyeeB\n2ehsmbLapyOmRDNmgH9G5sldRcQm8sGdXGECZA1AJ6oWhpke8A0EyObNiEFM7PD0m3iA1v76\n8lZqKGDkWosub8HIcLhyOYsvMmKVaMbo8IgNvimN2ESuj+GILakVZSyeB2ZFypaM0GKUPmNK\nNGMGTpbbdlARsYlcvZOb5DPKErVym0BcsMOUW4AY7QCTrgKNmFGPYTDpWcszvOj+xBwhL/Cy\nweb/dGKdUMNEjA0IJIhYBZoxA1a+HJFUZYAm8FkH64r6CHsH5xHbI17+BLW5dU8sYhWba9cX\noLW/+vYlbm7XEfHRzwOTkUAzbQt3zCdMiWaM3MAFgW6uImIXuTrKMFlM5M0SYQxddDkx/eyM\n3RKRNB9NOoXCKqYi4vUzS8S0Jlaj6Ps1VibdmUWe4LQsKJt0gmzfjBnwK2S22RVEbCJXX8UC\nOTEqFS5ynOFgJgtSJLydMCWaMQMMFkircxURm8j18XDUoatUW9OSmRH4IqNdWt9hSjRjuFzE\nfspVRGwi13cGU8WYIK/b04l1gjlBJq5cTlCbNyOkzChic11fgNb+4qsoHlkZcLcJiW3PA1OQ\n2jZJoK/EaZwwJZoxA7baUjjRVUTsItdHHoSb9h+ZdO+izMqMcRlXEMMasUo0Yzh013E9KI3Y\nRK6bTRa46NiF54EptKaPCwLBz5gSzZgBE550wlVE7CLXh8ekXkiaTXZmZYhAH/yQmHXCVW0g\nytDgLWaSXUXE9TOzSV+zV0mGkeRKLnOMkYxNWdb0teg81jNWiWYM12JY1rjSiLePljmy89jU\nK14ZCmFMHzhk6M1TxcB4wirRjKE9WeKbXGeAJnC9iwg+q6zQ9TwwK6PopsKIthOmRDOGy8VF\n92BUEbGJXH0jGZqCAB/WKTFGooYkwyBpTnvEKtGM0SgirIxMacTrR3ZlbNflI5Di8wwbc6Yw\nTGxiFdYznixsjAwtPAgTMxURu8j1iQYhkbPVAN8ZBvLKVII4yxOmRDNGPYKSWOMqIjaRD2bD\nxA3ASh+HMwsWAZjvxneYEs2YgVuxWg4qIjaRq/MNt7xi6JCYgefOLKyzIBsRZFxGrBLNmAFW\nU4mG2JVGbCLXv264I9YNRs/nzkidtQWfbq5nqO2bMcyfQFKuq4zYRK7bJZAKjglPzRIkZhho\nxeiASiMnXLRsF4lBJ7x00BBxeXwSsyNFcSoT5rW6jzMb6/mkoraZiBer70NmoAV+mg8qIl72\nGj8X1+IZU1VGVMjzwIiBEe+7eKROkO2bMVyJZzxZUxCxiVwfILFVFhsrczucyczlkPQWs7q+\nYEo0YxhBD5OOqYjYRa4+7I3Zq4jaxhfjzIog2Jwq/jxjSjRjaCZDdI+riNhErt9JyeKXJzFv\nm95JMhwI5T6h7s0JU6IZw8ct/tRdRcQmcr2TSKyaPSjdGQ1Cl2L02zvsQelkONUgCN1VRByC\n0i90Mo2b5oVoH5NmQaHc8jTTc3bCVgKNhKaeiMnbNUS8l0C7+mFXDbdhIVBnii7IRo42J0yJ\nZgxjO5bjOB+xi1z/amYprtdX85kLXWcWjtpSGGx+hynRjOGMjWHbVURsItd96vRVrRo97czC\nQUN85iW/wSrRjOGMjZg4Vxrx+ho9fcECXhEImKxkhTOFEVoS4lLe4WQlK8gwIIohWqoiYhe5\nGoJS6YGWJ8P0N2cqKhiinMv6DlOiGTPgZiNbyjQEaAJXP5usQyyL8DwPDIsYyuuE5IYTpkQz\nhiHKSH12FRGbyNU3ktE262LRjUZs8EJOsu+Ul+mEF4tvJMPwBEQ0moYAl48CHGVVAqOijH76\nXRujNd77woYDcMSUaMYMHADxHZuKiE3k6qOuCOuTLth2QRn5WiUweuJhHSesEs2YARMmtwem\nNOL1w+3C+LDJlYHfRmQJ9ZaosXkuZ5g0lFuZgV4b2fKofIAucPWLXr38lZpTnKk0n0gYfn6H\nJzOnkNEvWswnriLiaTen9EGgC0lv5tSX+PVHa2Of6d7N/jAkHnsaKxzgz51Y4AGXVcH2BrJ5\nM2KYRqbHuHiA1v5q/6Rsohg6puwWcWfUAt6H3KW+w24RJzN0KuFV21VEfLCIX+pmv4IM/xKc\nNmEhbkRKKBonSRvlDLV5M2KQ08o64epekbW+3DtxeHf51TpHLA6XvicoiCsISNs2x5V+alMF\nGBR/8HQlCoJB47JAfu5EwWuVZ/E8RsTGzfCi1bpNljjq/qBz4v6cEC9etGqzElKIrKMK/QGx\ncdsJeeJyepQJA0flH3y4E8xW8kaxPI8TLPPURzGxhJ1g0lo7SgzyVklxCRMP0Nt/cvfE1Sy/\nc6t694SQklQzsnGOf9VmbSdm5GENroc4qP2kXyu8YKJw0+OrjGHIolS+FEf3GVOiGdMHlFlC\nFueDiohN5Ho3K9/iMVnNLWcKM+L6xIQwpxNOVnOLjLjzV9bYUhUR7yIfTB/yGDAe8C00YsVr\nJ2Ur5IIRVn2rlOhvIQtuu3iA9cO3UCpvVHmrix4G5sSCbZnEdJc3sOjhXkpgepNa5y4eYDkc\nBnZtetMEhzWhovLzwPBYESlqwYS6iCnRjBmQmrNu664iYhe5fBsTzAgyGsAO71hqTlU5GQmn\neLwitG0GJelFTIomShw0fzbMSH1aSTBLrGjjzATPorzk8mzPmBLNmAH+/YqjNVRFxC5y/TnP\njF6vs4VYOrNqyjUL+J/xbCGWZHo3K6sp7SoinvcQy4vz8YRVsnjftSiUM8yql5ENadAnTIlm\nzICBCUWgXEXEJvLJGC7BUlzN7GiFO1JGZ8xdJzzr2E2UeRDALs5DPY7KP+lagkllmheYjJ47\n09fsCB3oH4TYaU5YJZoxnF5keHadAZrA9U4WBnYtlgvtxMaCWDMLZ5yxpUOTkE9GE6BdQ8R7\nRvTFPk6MVetzQKH53Zm+ROHxE3NZz5DtmzEDniyW+a4gYhO52smFNmCZrpiV6gRP3VxYXv0E\nLb9UicGypl08wEM+6qX+yaER4hfF1oFH6SohG5G+UNkYzhIhmzfD3JZIvIvri3jbD6O40sFt\nRSax6JvQQSdWBKb15bFEiZwgmzcjsH4Q67WLB2jtr4/bKJ0wyRFUS9UqFiAQ94riq7K/jZDN\nmzH9HZyQj+jir8iaX+8ea93LyCDxZ88DsyDIy6rnnzElDuX0JWUS9fZNQ4AmcPklTDTbY5GF\n5cPObKxiKDNBeocX9ckrM3CpJVVCXEXEy+7Gv9TNSRwfYq3cspaj2pkZiVZ4yuUdzlpbShkW\nSpNUk11FxHkvR3VxXJTsHkl/1YI/xFJqXOY6yX3YTlBbt52Qw1ilFIhqK6z086L7gyc9aaT1\n1hdU+Fx2ZmFQzaTh2ydMiWbMgLA1PciJGgI0gcvGEHHQ6LHw0kXDG1b6En4tNyjCWV9+JzIz\nm0waMOj+5OEuGIdlrarRBc7gNBg570AudIKTRRfM2jGZuhFNYAoidpHLkx5riE/wicjqwYkK\nw+7C8nonyObNiEEsTmLvdPEArf0ne6qChMxkrjNneLtwNlB5h5O5zsgMWETy3BlVEbGLfPIh\nJ6zWJ9T9ex6YyoWrlLKQW3HClGjGyJZg5GnWriJiE/mkm5IjOUkes550ZMzMo41QceMdznbU\nEZnezZL8vAmqiNhErj/0ERbmCYFx3EgrkznXFp6cHKG2b8YMGMQRtewqIzaRy9voBeFKE842\nhDXCCDkv8afPsBKEH1HRQyScSHowrQknnlz7qvx679YVpRJkLGOchhOsVWbpuRFmjbhQYpAO\niaPWxQPMe4TGtYFbbjsNlEitUywWyv40Ko6iCkjbNscyPffVmKkCDIo/GBBp9BMF3PIZkSYs\nn6WY0HSG2rwZgVV2nxNd3SvaPtzsiY0qJ3c9PHcCZ8fPzFiIKOmK1Aj6HgYXVl9EUP7J8MI4\nf9mDJWbwOrPquaVMHjhjSjRjuNGrcvyAq4jYRD7Z1stkJuPolGxbT6Y8Vp7nJA7sE2T7ZoyM\ngZuaJVRBxC7ykc144Zw0q8fCmMLCa2IRhu0h4qSpccoMuq1edxURu8jlPR/nfyn4xUReJTCQ\n9SvIocDLCVrzZsSAesV9PHZ9Aa57Cu9Vm7Z4aLBpxMFaTqw4SWvmOeUnOOtBWUpwT9pfVBcP\ncD4crHVtqttwYXlREmPVnCk8aLvysIozpkQzhm+jHJzoKiJ2kU9siTI2SBT4TA+QMRNDzMTS\nJgbjE1aJZsyAUCbxsrnOAE3gkwU3DixJnrDtjCZoS/2E5R32hG0yA2rpTHXXEGA6JGxfNndO\n+slNVS2eJMyQVZC9e8YQaEZwOSuOZtcQsUlc/qjVpZweqJZksGD8XdXD/IrQtBkc8VUPJkn4\nqvaDT5knh4tRIKEypRMbEnrkJU9vIJs3IwZZVMlY5OIBWvvLd411R2So4yfiRLFjaCXG6wST\nvu5KDFIcp38PKv2K9tbXB5oMu6hEVmgdcWc2rRvOTeUZL15HHMyA2ArUDXcVES97HfFry68s\nriNsulGe2/CGhyJJ3+N2hmzddiIzBcOkAYPuD9bUC8PMRsmYkiW14YqjEtbMvXiEaN0My/Nc\nJatKpRUH5Z89X8lwkjFfT5kzRiJm5EwfXZuccNlPmduY8SW7P5wq50ojPpwydz2SoDKwQxOq\njFllXOCaBBmPEatEM2ZApUrE57rSiE3kk1gWBIan1VJOjRFr70w3InJQIlaJZsyAeFI4h1xp\nxOueeHptyOFRJ7IZyajV5UTBG7/y9JQTZPNmBOJGJMzKxAP09h9sV9LG+aBm9diD6BrFeyir\nZKkDEaA2b0ZgMyVlF11fgNb+A5cPQsXGCZ/scycKqs0srIRxgmzejMCQ3V9RlX5Fe+uPHALy\nteXNal8Zg2xgdQDgEw5YJZoxMmTPzMV2pRGbyCdGJakPM0lVZaYWO7PgfDVco7zDVfOElRnw\nS5BK7Coirntq8eWVtrg+ymol2ZRARB7jBsUEEqA2b0YMsIzhWC/VF+C6F9a4ahFBUH1fWUpk\nw3MnMowGlad6nCCbNyMG2crILt/EA/T2n6yuWUSWPqTngenThmSVyhKqnCHbNyXoZkaMrMtH\nbBIfjIcomzjOWl7DiQ3m6HVBGswJzlooQwns9uCiNPEA572wxjWfSmaBOawBYW7fmRnvjZxy\ngUSJEy4aBqLMgLUgVhCuIuLyaeRI5RmFWCmUWQNcyDATRpyd4vo6Y0o0Y7gpFRumq4jYRa47\nxHlOlHjYETyyE1nMwtuKPXpEaNwMi2mBhaRVWImo/YO7KKdErBsUrjwbXRl5UlIXYNrUevAC\nrX0zZoA5RF7MXWXEJvLBDC2jlhxcXnWCFiwO2L4ikYCuKSJt2xxXuklNFWBQ/Fk0Rma0ILbJ\njhdsvCXYYnoDK3e8jjXVx6WZDPSq/LNNPEqeSoUH3cMDr+YC4e74hNG+GR5YZ1TjlKgwYgpc\nfqwsvwsrhSwcDHN7Bkv74a+j5mzMGv4tsf4QGF7h3vKTNYKY8vtqDqemPXdm0/oTdeYEFbFK\nNGMGOYCAx0G50ohN5Hp0wwRPttgoMH/sREat7CQzx/IOQ6AZMeBGohagaYjYJK5vTXjwCPyd\nFcHEzmgtWUnKye8wJZoxAz2esnpxFRGbyOXNMg8jk8G3wFrjxIwQftnd5TeQzZsRiKaSCi8u\nHqC1v/yoJblvZKI+H7UTKx+tlDXd3uFZHzUJLZwoj9Y1RDx/9qgThquEcYrnZe7MAhfwJi/V\nCVU9+NIwcgSHgzCTBqP6Dx7ypuPoqMe3OjFhKutPyYbhFzjqcaxKDBJBInslFQ9wb/+BNQne\nJZnAYLJxIsvAL5HAYicNiI2bEzKHiY/WhImj8g/unuY2SUEiuKGcQCEGKecm9qqA2Lg5IbYw\nCUozYeKo/NOkhRVLvEW9ZMawYARTEt7hotdUZqDnwTJroCLi8mE3k3qwxYbAKCUnKqOzxKJW\n3mEINCMGPEnUUnMNEavE5a3dIsF3eJAwqBteULWkFsQNBlT0/BfDYrMTZ7eKAgbFn928sZo7\nq+jdGzVISkwvcnOSDtuvOKvHUBnuR8SpuKuIOH/oZFwSqsTDUo+6p04sKP4q0RJzOkM2b0Yg\nmEE2VS4eoLX/JK9RilVO4vsqmtZIYuIRG5WZV2c8cmZQYsBrIHOHa4jYJK4/apZqlrGVJ1/u\nzIadkFit8hu46CGWJAZUsUPdf5ePeNmPvby2ap243Zhg+H06rvBiaj3WE2TrthOiPQ8uDRh0\nf2Y+wuZfUpB5KLQzM4+j749omvIbnO1QaDKMzmUUkqmI2ESur2Aro5YlUCcjStyZzDLfKcEJ\nfMaUaMYM2Fbi9FpVEfEucj24NGkw94KzTJ47k6QYo563N77BKtGMGehxkdJkrjRiE/nghbRX\nigXfnch4tHIOyPgGsnkzAtsoKe5u4gF6+09eyoqQQjH9PR2vmOEwZmzlDWb7ZgyzkKZcXMEr\nsuYf3L7KdPMl6/es06qMExKptUakbZvjygOgTBVgUPzBhDxDENeG3d+JCY6FyjObTnDU8FAl\nBvRgXFw8QG//yXMdt+LLpOeB4UJJnpycDHPGlGjGaFTIruAVefPry0MGvU9r1gK8O1NxOiqC\nTuYzzFpNV5kBmXgo1eIKIjaRD54zwnmSVcpzYoH1o/Js5xO0mndKDPIiSDKkSb+i8qFRZElc\nvWWNrzfMs4bmlQu/V5Q1UN7w+JACeSYpKKj9qFsYh6uem2t4QVkzOTZwOaGqB+AanmipMVHW\nj3hV/EFSRx11Q7Zo9LIz8qVN9MXMZ6jtmzGcMuAoc5URLx/HLrNOjjiCtMS3MX2NJ14H+TDF\nQnrCKtGMGeDtQklvVxrx+qEnQqq+MhZFolWfjlleT7ImpxNi2+ZYvMODSwoKatmtbe6rwSId\n2fqzX/pf1m1M28ze/ea/wtTF4tY5V6va4MzKmLGRE1WE1Qo3kBlwpAlKNbiCiOuhdsPnXa56\nskFiZYjnThRsdKUq3prPkM2bEfDIyyLSxAP09jdv8Drp8VijBdo7A6dJlqzz5Q0cLdCeDIPR\n4II2BRG7yM0uS5CbJB6Lv3qa1PgOBicjs8TDkk9Q2zclBhxis6bpoDFik7j7Futp7XmxIhXG\nlFGLUmwIZT5hlWjGDHhPUZTClUa8HIpU3HkzeIjApJvj54Hhdi8vPJngjJOe6aYMw48RI2Mq\nInaRu53ODGuG9Rp32pmJBYKlMvn8Do+aaKHMAG+0WB9dRcQucnPEmBl/kVhx9LkTGQc76wrt\nBNm8GcG16La4eIDe/u7nR4cbCpQXi7Elg0wX5KyVN7DYso/MgELsXOaZgojLYdl34wZLwhVN\naCw65USB70ZML1r/4gUmLR+lBDZxUgfGxAP09ndvMGObUJCbkWfOzBppxjfhjLNHnoHhLUak\nmauIOB8iz27c4oTKZVgVYs1jxMSVfFl5mEmA2rwZMWBtOJVdX4DLXo/x1oC8cpkgDhweSGWM\nHF2Hb1uPF4hYJZoxA8q64bQxVxqxidzr9NwXMlhaz1D73AmpByOfecZn/orYuO1EltCcYRcG\njspv97XQ8CWWOiRfO7EiX30evbMvkM2bEdh2ISvDxAO09vd62zfEyIFJs254nFixx+kPFGk1\nEc66jVFikJsp2xwXD3A+bHtu3NusCTWrntdiRKIJUY4jns9QmzcjBtnxiAfV9QW47ie13BkY\nVm6rJExj0Tw/EDIdreLcYDjoC9LGbSdqX3wOuzKBUfUXhrCKT8AX7kawqJsU9UtvoC/cSejC\n3aVf0ZeW7TUjvgHfA4dbI1hlt79yUirqBO2QeSUG7pPXXTzA6UvDLQ+bwLkHPPnBmYy8XVnd\nIi70hCnRjBlYDbXMu4qIXeRup7mOFt8mCxMZIWOlhML3CQDZkhFToBkxwH6KnZCrjHjZA8zu\nLH7lWNRpG7UKkELuvrKY1LYzHLUCkOK1L3H7h6ayQK96v7DYRYROquYKNYInONRJo1QDrOYN\nJYGZAQ5QEw/Q2t/rrWTkuDmpMLmRhHwZEp6ArPOA2Lg5AVNSn3NNmDgq/4qtBKlsmx3DYIwU\n70WpLn1TI1aJZgwzFlCu2JVGvO3HMNx5HRak4clsI+FxTyfggUoyElnh1SPU5s0ITGb9ebu6\nV2Stb/Z1ZEmq3hcuwJxAmHMxm/8rSrqgMqJ3BgswEyaOyr+w5RE/BOL1+JkZkeFEk5Db7Q1k\n82YEw/+27OIBevubS5pFd1wb4mqeTmgd6jmz3GmA2rwZMcgSq+Rd3Suy1jcXixPWRfAYYPll\nRJ93Rpg0UN0rQm3ejBjgNehP3PUFuHxl+SUlp2msp/lUsXSuLwsS0jFfgLZsjgsDkE0RYFB7\n+2XdWIUnFQbwOF5g45bk5vIGFsbiOJ5YlcSlgYPyu13tezrUwet9ETf9cyc2fN5iCstvIJs3\nI/D05RAtFw/Q2t8fBTZOOAgeNNw/W0ni6x+5HJ4UIVu3HVdJVx12bcBB+Re6yiwHZi4/nUgM\n9xQbzHSG2rwZMVhxWdcXoLW/beRfNRya3lknJkztkgO0ntConlbFo0QvlMFliaPuL2xuEXiO\n87N1c0uCh5qWyvKTEbJ5MwLbGtkMmHiA3v72Jixz+cYgccOs/Ne3WCWfUNVYb8OZ582YKGBQ\n/A23iWidFjeCOkOr58KJ8gTdCEqGAdgwerqCiL9jBEXxBeyXipegNkZLGqhZ5YyLl6AuDF/K\n2Memg4qIy6EE9Y1OS1q57LIz42WeO1MYMoPzrMY3WCWaMZIAWWEB35VGbCL3F+LI6u0Xlnjx\n54HJyCiSZTavHDElmjEDjo+T+sauImIXudfpleEEIwrRPR0uMAZJsWo9ReIFonHbsZR3GFwW\nxR5e9N6efYvX92Z9USc2eMXh6z2hRauFGpanLaUBTBY46v6ChaZoXMJU1UJDYsJ6RMbNeT5D\nNm9GwKkjGwMTD9Dbf2lrY2kGTjCvoLC28wla2oASuitPu3iAxzSDG1PajNAMWd+zyosTGzZ8\nZcJh5Cc4a8UWJbAIm+ou/YrmQ32XW3cWhQjEt4Tp14kZ96TMzMCIkM2bEQO8S30Gc/EArf1t\nay1/fNYKK05UllQpeisDzFZhpdidHRGs7OIB5kOFlVteBsvl4CrMiYqQuNligwLMurBSgr3d\nhV9A/soiTGp769crIXBPJ7D0nmQDa5//EWrzZsTAtXfa9QVo7e97IFEoX8LJeHyZM1kLUU7w\neZ7xaMeXkWEZJTmvzDQE6AK3nSLjyjvGE9id2PAZS1j18gYuepa6EigNpCYGige47Gev31oh\nsEB3RoVkRHcaI+vohZnwPAYwYJVoxgw47xznbLrSiE3kZqclEUUW2JuXDnXGSoWOWP2d8V46\ndGQ0rxycw5LGpiLiY+nQW8PvqOPjgupvTixYcZWZs36EbN6MwMQGA6SJB2jtb+/VrMIDglcc\nM4RDDuLOb2BmwSDHI+sLuTRwUP6FjZp6YLEQM8hqxGVhqsUrqiwqb1AStNPgkoCvar9xOysD\nZyrOlHNiljGomOHoFbFx2wm5yDbswsBR+RcM4eYu3BDUZgQ21rB80934CrV5MwLrRfn2XF+A\n1v7mQnzhxD/SkfDciYIBUirXbW8gmzcjWOms/xwVD3Bvf9u2lNXAwkg2I8TrvMA2UNaItHFz\nXCXWZtiVAUfd9wfZiRZAKa0wcpA1JmNyz4j4fYcp0YwZkPYhpm9XEbGL3O30CDe91nF8HoiF\nR72VGVU8zxgCzYgB8x3OsHINEavEzZFB68wkifmVgcHwinm+aOW2CNG67VgiiPsQ5tITz9x7\nUf6NsISRK9GRVYGMqPB3S9iBpgm8QDZvRmCRK8GsLh6gtb/d20UjZ3QDocQ0YsdQ+JlEqM2b\nEYgDk7gr1xfg+pUNRB2xGuSEOnF1QGLFbFRmhC6eIJs3IxD4U/q36OIBWvvbbhJaxO0MOScK\nXlOJQ5zeQDsNTgmGMfb31MQDTOkrprvKwz+YolXYW55VM4olts66cnpB2rjtRBVHyLBrA47K\nv7BQQEHdkdUjn04kFm/uz3lcz1CbNyNk8t11LVHt7WCEjUnoUrQB+adOVKQGbFWrPgU4aSap\nEiioIa5JFw9wOmSe3gtR0ghECcx47gTPeiyaDRYhmzcjYKRJ6y79iqz1zd1jUqtLRdDJcycW\n2AblBK98QmzcHE8PFHt0WeCo+wvxM7boXy1+xjYF8B5lnu8TYTbHPgnYk+DJN/EArf396UB7\nw/IgTqz0Iy/M74tw1nIfSmCAlZfSxQOcD+VB7mzL+S5mDZl/HhjOAHnRIzZPeNYSj8oMrIQ7\nzgcVEc+HqpA33t3RX7cZHmknKiJJkIpazpDNmxE8v6XfTBcP0NrfXorLMTUoCI0Dqo2QmtB9\nV1W1an6A2rwZMfBUjXXXF+B2OKD61vqgFD02N6v1oKh9QE6/kKK4+Q20bYsSPJU3JxcPMH1n\nmyPhhFKhvGQ7i94Ii92S8gxnmO0gehJDLonnzpt4gHk/hf6WC1WPt9xYeP/pjJxfi4qf64QS\naBGbRDNmgMVJyu/vSiM2kbudXuDOklMJJuZEKVFpa1tpLz5jCjRjBsRTYggxDQGawP3QW+Qs\nqS3muTMT3z4JrJ2nN1glmjEs2y/+YNcZoAnc7fL0oHLNzCBc/Sjmup0hGrcdZz1oQIUzTyI4\nav6GDVeGKHHIiuXyuTPicE4s4YeaHhGrRDNGvLxVeuYqX5E1vz+7ydgp+Sl6+qEzK8477FOX\nnHJygtWOPyQzYAxAMqjJB1i/E5BfebZh359ojQYlxALHres0nqE2b0bAaYKiDKYvwPVQo+He\nlybzubxemi/pzMr8SEnhHOsbXC1fksyANxaZXa4i4voVc1Nfuq6cLlFiU6EEc1QUQ9BKUwfE\nps3hzPKapgjwVe03xgOcJrauOgs7I8cwFubr4oiyiFWiGSOVJmaeMeJKI16/Mxd3vQie2xZk\n5T4PzMYj5/rchRO+TpgSzRiZKgonQlcRsYl8wU5Ke0WdstlJK/Zo2HUnnvceIZs3I7Bal6ry\nLh6gtb+9aR+5VygIsjG84V4ULVAUIVu3nchyCweXBgy6vxCvkDW2Vmz0TyemEbEmEvM7nqE2\nb0bAKCaGJNcXoLW/HQOAk93EDpQYAkCMOnRVz4kLKNGnZFhMSggZtVPigIPq2yFLM4KQxfKO\nmBXFYtjsDVY9a+YFadvmuNLsbKoAg+Iv+P41m3jEodKGMwI+5vL6V7ZqACMt+xQYXuHe8rY9\nAUOlxBVNifYEEIkZoVJvQp2KR6jNmxGDHXri+gK09je/pMyir1ITDxUpjZCieH3g31hD9hVp\n47YTlUtw18axICj/go8hq9eAp4k7saKAYr8czxEMsOrp4EowBzavu3iA9XCa+K3RlMlIRZ37\nTtCB2MdLJjcFWNRNrwQd5TLgbp4o9QLLd9z6i1dhk3pmz52YGe2btQ5bgGzejIDRQ6oBuniA\n1v5mbwtOrIDtEjVWnJDTasQMgEDfgIoe6OsEjqUYdmEeUxGU3/bsjhqYlDSmyomMWPZ51kil\nAJPFVM0WqcTKdyYeoLe/ObZOTKAc7VA6I8StMMKnwQMtX+FoB8wpwdFr29W9ouNxdPf2X3JW\njNhfZp6N6czGE/Ok9nt9hynRjJEdGJ08u4qITeS2FX/RwLQRNUOdmFAjtGzq4gpw1AKgSiAs\nAc51FQ/Q29+PcRc9SCNOGuJOgsZWCWBHtZcT1qAYJQamEY/1oCHir4TRlMldihsO+HFCz/dm\n0toJsnkzAl4SycYw6Vdkre++wDP3rXtGtBKeAT1pufmA94xoEAPqmzED2lRG/JWMaEkKyhxZ\nuZQ1vDGAalH3QYCzxlMt7mxYR0YqURo4KP9GuSU4wLbRouucyVjNLIy9PsHRYuvIDNjDwq5g\nCiJ2kfsFSdQkMG/qeQAhnq8R5RHzupygNm9GYGyQUpSuL0Brf3tzqzV7siXEatEe5Jkn3Q6+\nQm3ddgKBz4Nr0zjoF93fKZewYMhhLNjOZDgUWAzhHR41vEsZlktALKapiNhFbg5kq58sLTvA\npxOJxzj0+WlKZ6jNmxF07PSf4voCtPb3Mwi03A29qE5sWKZIhoD6ql/grF5RJZhBsG67eIDW\n/rbj38qT03DrBPNvt8qT0SIsaoZVYhDXvpyDZNKvqHzHaJthAUTsJ422SkyMNypMjI1Qmzcj\nYOsQ663rC3D5ihNKCo0t6ccq+zydmOTYAgn7RpjJK9LGbSdmHnTl2oCj8vszxMhT1ZYFRVqe\nB4a5mDJ7yqL8jCnRjBmQPoYCK64iYhO5O5ZV+AO0UCPQqhbXhIqdEVYr0mgEPrVBZfndHbV+\nwwSuQ708zKcTCQ+9MhAiIG3cdkJfAdfGVyAo/8YWQiypctP0WDZjJL9VtgoLY81OWCWaMQO2\nCCkvB6URr4dj2W69AqiLJw+Mqd07syCZWx41Tlw84arZ2soMeAPmeT2oiLh+JcEbRUtlIbpm\n26w5o67lhdX/zjj7Zg3MwCqX63RQEXH+ymZN9MhII97vxBMKnFn1SiMLXJ8wJZoxA9aZWLy7\niohN5H4tvoJTflddRjojR1GNHJske+yEVaIZMyCtSNaOu9KI168sJuUmYD+GGn92p8H0+4dT\nVeUMTPGiRqwSzRiMbKxc5UojNpHb6XJ6mhCzkg0vyEGWQJ9xO8Oi6cVOTLJqH1waMOj+gsFs\n1oh8KWn/3ImJ6+3Ri/W/QDZvRmBngbBhFQ/Q29/3U2d1PBQtL0oiY1MrfujpDRz1uF0l0Nt+\nDZN+Rd76dqTjyIhUrctILFbatMh0lfQZH6G2bjsxs26/aQMMuu/2VM7RE1OArBRXPfrMmAyf\nTt/TYkQ641EdN8oMWINNa91VROwiNzstB5OLJ6/o2eZOzDAsp1kO5TrDoqeUKzHIilMC3V08\nQGt/3+Ywqn2GZfmM6B87A2ZY0fmEKXAo8Cx5e5sc2ugqI1aJ+/FXyDzfmGj8PDALwyvXzKM6\nTpgSzZgBtfCQU+IqIjaR+7EAiBff7KgbY/LIo21kIZCWMzaJZsyAyDI5OXtXGvHxqJt7nZYR\nfd2wo306IUfCb6zqjvkgYhVoxjDmQo79cpUBmsD9KRnlQCUmMNmUTKYilBWFvbd3mBLNmAEn\nWKMSvKmI2EXuZ1qvPHJ8midNtAaRsSuXLGpx9kbI5s2IQY6BmPGhUjxAb/+FYEJxMuRklamd\nKVqJekO1oDNOXpkazICjjVGJ2lRE7CL3rdZIlVxQDe55IHgGOCrBj+8wBJoRA85AkEOWdw0R\nq8TNHpcFQYxiTuSp0UqIdzIj2k52PK9IG7edqLrTN22VtoBX5d8YkBGzK+GrXL07k2H2lU9G\ngmjOeLTVOxnZJ/EQD9MQoAvc7zLqco/ZQmKdmRkCu2YW+z7hbCGxZAbEJsvibVcRcf5OUOw6\ncu8jB4oxuNuYOcE0CteJ3KaIVaIZQ++LpIG6zgBN4H6XUdxIEss4uBkzT3rmwgyv4QmrRDNm\nQLaE2DB3pRFvh6Mb7w1xchJ7Zl3M507McLPL8CVmlQjZvBkxoCzTOO3iAVr7+6YVHDTo9Vp2\nhp4J7Jnnd9hKsCgzYEBhqXtTEfF3qrbggpjFZpx69DwwOgVIPZP1DNm+KcEz62Qh4eIBWvu7\nc/SCxbcctGKTtDGLTss6PZ9w9XkaDE8h4sxsKiKuX5mq/cC6xTJXlJAYQ0lVWeH1iVCbNyMY\nciipKqYvwOU7CforD6DUI+mfO4FIvFr0zKNXxMZtJ0aJNRh24ZGBy6/Kv+Dg2DTSiMeaO8ED\n9aQkyPgGznpMuRIIkpWcNxcP0NrfL0Om/hW+u07Q7SNlxtTv9QIXfQuVgKNL3lMXD3D5yltr\n1oiCGKLdOrFgN+TWiQDZerdOIHcsuXWCMOhGT3/kv96p3/9hSAngd4lFK/o0KakPZZJqG6sE\n1vzhOfzFH383/m78ST9/+OPwy3/9L+nXP/zTQJHfQVxesG0bNb1x6SvCvt7qcr3tJG3/sl/m\nJ/FQtiI3XCpelL6zH1H4VVqnvugVy8u//sPPH3+rf2WSKFXZjieJrtxW+YBD9/72l798/u9/\n/fV3U/7l//06Tb/837/5tfzy73/3a8q//PuvqfzyD7/+rz/8lXRolMiQUc6Ge/2zX5V9FaOG\nHNG09ZngPwa99k/C8bQ/8tgF8Y/eaTz+Zapl65rKPC19/BVHX/9Tz6L7zX/tF5I6jevcn1W/\nUGYOSX/QWgdjZwqsTSUzPeaMJy1qoczQe7shgstVROwiv//4hqwj/Npv78iSlrnImz5PuU4b\nH+o7+jfuQd8hVwRfOSOWCgm3st8csUoc70HfbcspNLvSiE3k83uwrY9JXuI390B+17SVJMp6\nm7kvfuQevKHf3wOxMfIAz53hOSb2m8941lM5/R6gHI0cyOIqIjaRj+8BwnF/8w6opmVe+8vv\nN+CV/Y3fPxU90GxnZrjn/PeecNHTyfbfL37sXA8qIi7HA80++v15oqXy3Xdw5XjKd/egj5X0\nI+9MQdUS/80nnNRHvN+DvMKS4yoidpHP70GlU+396Pjx5PjujlTzmTmDkj6HryDiag6w/Y5U\n+sh2pREffGaHKanPWNsmIZGYmBwVceiXiUNxlXoZ65vpqd/gX38393mo/PLP//zzb7/m8+wk\ns13vYV9Urz9/+PsuU/58mbU/QcisH8jI3veyUP7kF81/xk/qk/RfD/8fSfq3mAplbmRzdHJl\nYW0KZW5kb2JqCjUgMCBvYmoKICAgMTU1NzgKZW5kb2JqCjMgMCBvYmoKPDwKICAgL0V4dEdT\ndGF0ZSA8PAogICAgICAvYTAgPDwgL0NBIDEgL2NhIDEgPj4KICAgPj4KICAgL0ZvbnQgPDwK\nICAgICAgL2YtMC0wIDYgMCBSCiAgID4+Cj4+CmVuZG9iagoyIDAgb2JqCjw8IC9UeXBlIC9Q\nYWdlICUgMQogICAvUGFyZW50IDEgMCBSCiAgIC9NZWRpYUJveCBbIDAgMCA1MDQgNDMyIF0K\nICAgL0NvbnRlbnRzIDQgMCBSCiAgIC9Hcm91cCA8PAogICAgICAvVHlwZSAvR3JvdXAKICAg\nICAgL1MgL1RyYW5zcGFyZW5jeQogICAgICAvSSB0cnVlCiAgICAgIC9DUyAvRGV2aWNlUkdC\nCiAgID4+CiAgIC9SZXNvdXJjZXMgMyAwIFIKPj4KZW5kb2JqCjcgMCBvYmoKPDwgL0xlbmd0\naCA4IDAgUgogICAvRmlsdGVyIC9GbGF0ZURlY29kZQogICAvU3VidHlwZSAvVHlwZTFDCj4+\nCnN0cmVhbQp4nJ15eVjUVvv2DEOSIWcYqzTUTpqJilpEUOuGiBsoiqiIKIKCK6tsssqiqAhY\nERE3BJE6gMqiCIhaNxBUXCsurQuoAwpaodrWqm+f0DO+73fG9rd81/X99V2ZyZycTJLnPOv9\n3JHLTE1kcrncwn1VxMr42PkrImPtPAOD48NXxMjkpjKZTE6+kyReJn0ll7QmkqiQ+priINzw\nV+Ff1yhBJuvTqxfZ94bPjOMJvcleZk923M4+kqCS4aEqhYySyynHtZt3fjNsxAhrL0/vIUOH\n2k5dHZUUsyo4JK7fyBHfjO63MqnfP2f6TQuMXRUc2W8wGawJDF8dFREYGfc///7/u/7vxfUz\nru5/DWWPyNJlM2RrZf+RK+Re8sXyk/Kz8mfyNyZ2JkEmoSZRJjUmtxU2iuGKBQpfRZgiRpGo\nWKcwmMpMFabJphtM35j+SS2kLlAt1FPqZ0qitfRg2o7+hnamw+koOp7eSm+ndXQT/QOtp1/S\n3UwvxpLpxwxmbJgZzAbmPPNYaaH8QskrxymnKBcoVynzlfuVt5U/KrvM+poJZrPN/M3izLLM\n8s0Kza6aPTR7avbM7A+zD6wZ25cV2AGsLTuPXcKGsdFsPJvPHmYr2Br2JHuFvcW2sh3sa/Y9\n+yeLkRxRyAwNRs5oJpqHwlEi2oly0QFUgirQRdSC3qK/VDKVUqVW8ar+qiGqYapRqnGqiar5\nqmBVuGq9Kl21Q7VPpVMdUpWr6lQ/qFpUr1UGc7W51tza3MHczXyO+QLzJebB5tHmSebrzTeb\n55ofMj9hftH8jvlD8xfmv5i/NzeoKTVS91X3Uw9Rj1VPVE9Tz1J7qpeqQ9Vr1JvUW9W71AXq\nInW5ukp9Qn1GXa++rr6nfqruUL9Sv1X39DLpZdarV6/Pew3tZd9rSq+ZA9mtwUnrZ2zC7Lqk\nb8PWK93nCc2NJRevar12Ho67yH+3t5zFg2EGtzotOSZOG75q5drFvFvgkcZL1WUv88UXeYU5\nZflKJOXCeu5Jxvl1tdrnqxwbhvB4sB1WYCfs9HIAWIOq7Q7QRaI9PT1uOJt9Z6ow005Eeult\nq/xelyTvUkhdUh5Xv2Xf2mPadv+xp3EvHo+2dsB9R56b/zpGhJm+VFfsySBPTcAa//B47ZrI\nJakevOPCA6dCxKijG6q2nVGOore55i8r91dOr28PAQXf8aOu+pxYV3vk1k3Ny/nN1qVaPKuO\nGnUwrOyy5sGtul9Bect76DYtkvcXEDbnsXrCbBuHUwHwWYTYmkhdSSlZE6RZtDjUeWlgfvEa\n7fqCjILNNeQh2DznzjwQeOjbfutt67LvrQ6JjgeoGfsji2s0dd9X3LldHbkgW4vgUH8WKXoW\nSRyHmxwgJoHGlkPt8JdOrqXnlmt9GyI7Xmpgxh/AwjBQPPG002l/ocE6Gps+w478yKlxfp7i\nWBc/TOEvNDgOBDwCFv3WWvP4J22JDXWVRh2KQQLiRuvpqgPf1e7anrX1gPYuk5O4cVsyP2nJ\nsiniSJcZ9wx+bZJfB4MchGuZtee2PVK+Y9QKKQzect9e2FiZUK6sC55d7szjASOwKXbGE1/2\ngwHQ+/FD+DyXmMk+ZfmKafzwBQ/hM/jiYuvP906vdM4VkdQ3XsCDDLZYUyyAi6EkbBwVlJKU\nEsKnbMjOSRKnMJsKC78t5kvL9+wvFg8fKCjefwpSetR90VjhtSCXIgew6Ba5wyvGYW/Q0TBt\nUPXVhB/5+1eLjleLRyr3VD3VwCt7ctYjLSYqQZscH5q6il8VmlsYJ0Yf2HT4KjnLIKjloFSa\nS2EFjQMw4FAACjM0HKsVuhgkbe5J4KxGBU+ZJE5zWTn0aw1WHh/ZNlk77eGLkLc8BMIEmAQh\nH4J+drovPpryTU1/Hr829OFgAdiSbQHMB1tsixdgT2yHh+G5QyYebZ6hdb0d3PZSg7ImCHLk\n6x/gu7g2oO78idrzdQG1i8VlpocOJMbEJSTExiboSg7qdAdFtECAme4CyhIswr0Fi8qRrNbC\ncxmLdpJpe2I4q4HvaaSzYhF3dOn88kQ+NT0tNT372z1p4tXFRVFNtsrkPdszc/ldO3YW5Ymn\n7h87fbZWWbhve85uTW767k1JU4JiI7TSJCaq8sdgHb971+7c3Vu2JxeIfidCT614oNRtzNiV\nzqdt/jZts7jALjbcZ5lyTdLWrZs0qbvS9uw8mrd7v7Zo73d7y4qU6tEsgyaw6iw95Ohhnb7P\n4y543OXeZfHhsSXo6bsXDpyqFauP6xqaNJ3+jcOqtRbS7SPHGh9qLiacDTymrQpYvN+Fx3V0\nF77NwTpwZRrK0xMPiYcT9kX4a/xTIqITtIkxkenePHbFzznIgQTG4oO+zm/CxMV+DqJa1+Oi\nQz6CvKpLKuhSVBzgaoNb2in35tbINzwEEW+0g8R3EV1ed8QXb/yrR9tSF+dMKh3Bk0o5gFgn\n0ebQ2Asu4s07XHjjuuv3SDi9BxUMv3VlzfLz2qqVXJXXd65TNHiGFVbh4dPcD9UtJsH+rEti\nuxRDWfRAkA5Lu7mwsnlu1Jml3rrpPB4yygq7TCzwqFwsznQ6uvr6XWrliUtr7vBg3fkBpj1K\nuRxRL7pP5/LCdgYt02ALz0nDVoTsPxqpjavlUo6lV5/TgEVTS9fpE4mhh7XIEk7qaffqyEOr\njyv9L8a36DVg/+oP+BoGvxqE7R3iJ/l7aVcHRsa4BysdyF+xF3O9urSkrFZ58nLR/eeal3Et\nyy9rW9yHnO3HDxsdMnuO6OERYT9AM6bI+eR8bVlAadz1YCX2ohGOncN11jvhL7GFj9PoMYse\nAgef1z96TrRrTfzrza6rN9v5Z1dR9hp+WXjQzI3iFbpkZ15+AY9Izq1zFQx7mCHT5mIlVk67\n9qtW2jOMTJBsb2JHwmTSOhbRMARbpwpq4tFuxKN7IjjEbXvAdsUJHvSKzWGxXrwn6qQbTh25\nXipCRU9vCpvQ2MOwEvtKKylsSsN3hnux7ikbfTO/nE8jzmYwq5MSdahH4yqMMnTRht5SFzX4\nY0Sn1GmMCAGtZOEQsw36NFwGZovyGUMUuUICygCdPRGYY3DIx144vKcXhTnjRUCDvwEo9TbW\ntnnuvxD3OoidRU8YOv41NZt+jW0oNYdLXaCUVsd5sShLB6fKBfnPXfDijQJmww0Okr5ju2iJ\nN4U9sJB58UgYKarDBKm3To6kNZZS0Thcz6A4vfRGj5ayRHoL65i0jQtZi76FK9KnCXvzt6Qe\nEi2sWwWLvg1s1msWJunk99pge5vi3o9sG5xi/rx873nZ4bR1Ou3BpNyYIA3+T5vUj+mcfWmQ\n09K4WYu1UMGgLL10Qy9/0SV91aV4YQnHaCIZBVpIgDXYFLR4joiP0V0feU66AVMYGPjIBrvj\nOZNt8EARcYY3jPfaZO+MLVnbNmqnMZm5O7bm8911NT+JPeZE8taeATp54S8Q3aWA58TWucy8\njNDkGO3qpFXJQbxLwLln4jnbWQxmW6dAb7B4/Bj6aKXTRKZA4jprBWRnoOmEKYvTPEh5dK/+\nSYTv7fB5Bpt1z4CxaKEgDVrPKhCH625IE5czybNSNk5NX7e17xIG3Zds7siftSlgV7xQLdAF\nbKTAoG+Ex0SOKbCbA0S2XANLAXGWRmka1EM9hVU0/o+BoiRq2MeILka9XFBfKDtUW69pd7pl\nM29RfGCYdk108pIwTVxHCVN/vKahvmqVX3JGcmqqNikpdH0MH+JURaOsThaBNc6mfqWxI9SS\n6rWJsqH7twho7poQvzkam3YXMLt/5VD9aW1Z5b7yvIvKcfT4uJWrpvBTF9c2Xa0rBfn2PVlb\n94gIhq5n0eyjx6Ov8h/u/A7DgQl66/JIHEI/sT9ui800/YKme4bGHDi6UZtWkqm7oAE/BnGv\nro3HvTFyHz9ipOcT6AW9mp68ENX3mC0bNm5N5oNTc2tEwM+JzoaBOTWOAdk4LBtnHAwDNYWy\nU9K2pfJeK8Mm+oroKsnNUMzBdNhNDaXx56QkfQae1GAaXPFuklCLqZc08LAEPsdLKATPOPys\nqydiGL5jQHAHNZx9sYuU6yKOqL2lWzK/wkrmO1iDeZOAXrHq977M1qaCsmM7lMcZj82r/CZo\nBjOoPHpFQET0sqWRh0+cLD9Mrs0QkJUVqVQkcFr1UEWioieSw754PB6HvbE/jMHjyONXgD2M\nhWWwFNuDPV4qkgf+TuzslU5CC0HCezmYvFdAKLQHCQuFk4ICUddIKOGleCweg5dgHxhLLlxE\ntnHkRj7gQ47GYy/i3EERkcFB5ZE11VsF5MzKETfOUNRGI8m2Bb3CQ7nhA1/R2Pndp191tACO\nt1lUWFUrnj5x4NxtDQiovLymKrIiRER9brVBTtuUhwgimqX5ZBlBrPoOjG5B8pddNiwa+opF\ncWUC6oZfb9EQj3+l3tN4h/Q5LIdfqYE0UfUlCjG7k5K3J/Funl7ugaVxp8+dPXiiTCwq311R\np0GGQc1S8A02YEdiQYIyCClgBrGG1E9v6Acp0nC9IftjhKTTG5xoNJyVLOm/QTLipBTsTz1m\nDFoYJ2lhjHFonFHzHizKqGCrm76PPIias1hkSHSREmlkSAF/agIjafE4gxaPMQ6NM2qu+/Ik\nbIk/mzdp+DDPFrD4VIZEtV4OazsVUq60lcMLwX8U9sdeDuBFpJ0pBUvBM42apEbSqE4wvLYs\nEtBodjdTyc5zHDXc/SmoQX39qRHw6N8hPWzRQ6meBPWIFnKwR4/ETTlrUM8ioskt8IVkAl/I\nYS58QZLxFyR1faFAkP6T/CxsUkAN3OLwpqmwiVZnZa4X1Vw2UdI+oqTSMwmXeVJE0Fb2R0M/\nxKzcHVMUpw2tqEtCjl6+w0UcRNZLMF4tapeK7JEU3IyuNVBXGFyAY6EAx1BNzNwGirjanXYF\n2LoK9h8j2mlk+Y/LVNcQl+FgPHGk8QyMtyQjRzJCrsI4/DNdhGOpE3QxxFKImwOVTFvVrkPH\nxVvfV97/TYO0YAPKB1h5z95loBNBzJw0aKYh+CRJX9VxBwJ8NKO8vIfbzb3yUluI4DDtdbou\nlgCErzpBDo5okaB+KpynLerQJWHhwvCIheInIcYxjUciUFRqRKa3sp3+ARmmUNIuOwYNe0Fq\nSoIu5RxMOE0Kq04O9/9QwH2cxf2BvKuaw1t4YI1dU7GINN2Lf7Dfrz22tzC3sEiJNt6WS/su\nc4YUVymFQIDxsM1BB0l6Sa3rg2IvC7uOl6PYh04PJR9dn84OcGpHPwoE+aCeM0/k23rOcMiy\nHdIgA6eRCiHZtIaQq+L0PVodCXQ5bDsFA04p4CN6LuAZRs8vZas7oLFDgeRn7kqpdxVniIB3\nUaOvo+NCX0RSz0BYguKv7M48wCNwNGoaxeohrw3y9PLPnxkflf2O/pSRER2Ig6lHdC0Ek3F/\nWEISM3yGNyEcjDMg2B6drK8/caKeZN4VJPCsaFQh+FOrkb1hIQ6SFqJHnZK2E+HQk3qk72F0\nSAe39AgGWPb49vh+9KWNIVN1xRgycY+kYY/66DqcOxCMfTdWUBPdPDAmsdUPYL4O3ZND7j2F\ndAR9hbOufGUazyDDkQXSEeKhDyRngkwiiVtzVteSmOnrE/wytYFMc2bt+WcaUDHqx6u0KcdK\nv73LQyV6rIBteCH32Ch9fwJHk5DMctrUb0a6RKyMSVo9P25FYD//8NjR48aOkskGyQbK+sgs\nZINl7rKpsvmyxTIP2WiZl8xZNl0ml02TzZEtkHGyL2VfyD6XfWHkT0xlSllv2Tey3bI8WZd8\nvHy+fJk8UB4qj5Kvka+Tb5BvkWfL98ibTCabVCqs8Ev1n36C+k+CpM93DWLVHkYz5nUqII+0\n1Ia8zp7geUw4ViSsw18lKWcxao9tz6XLLXLJ4aVC2t7BGczoPdeOHu9o/P1y398uXXjwQnMt\n9vKKWu3xFd7fufLfuIbNCRBjAjcuzXRWdtLb63aW5x1Uni45W9rIP7k2b+K80EWzg8XhXth6\n7PIZaXjkl1I4rW6wZdUQmaWTPJtZiGonH4uqewTZ6RmL248uXb9zoyrQVYs/tpMJ4+H16oCZ\nxkNJYLq9Goa4rFjjsVh7OXzFwRm8xQgXv+jZy8QHROy41gU6aU4rQVl9LrZBQ4eF38Uf2Ye3\nGYs69xONkfd50L4k6ccZJo39gMWpPlEeASKUMzAYF3Fdf5flOf93WcZVzuxmXZ+7LZPaLa7f\nnStYjIgSLDx+YdSYwZH6ns918qGC2sObHcGqG+IGCGr8Mi6ATOwUrIiSFwhWxhny31L2SIeN\noDYI35MJxpu1/mQCGP5YDk+IFZ7AVA5P7YSpHx4PkFa5MfihwZcaxkDDYw7H0BADP1HGtUHt\nA0hu7VPz0u0lbCU7izcSL/XmHpwpqb6jAXr0Y9wH9x41AVPTS0LuL9FavBu/0t/DUYP7vhkO\n/aHfr6+g7xP/qw4ntRZvsBIKuYfnl06dsXip0xTfM/funT/zULR4h5tMO6/Nsx/t4TlizNyr\n7c+vNhElGB/d3Aq+rfLvf4HjxCU2S0c5YJMn38MyfqJLoNsKcem0xFFGIkJdOOn7WVqP4zfC\nW3ng37wlz/3ym25s4bIgemGgCDO2Xf7tLX/je3+XfSLRtiP3rHHu0BFzZ453mHP31ctrNzo+\nPUzqbOkjiS+nv7S4C9HwnNtL19CvLywdPWLBghE2fnX/yhBH0TnzcgMLw5QuNXdDSCc4uLsT\nhFch9WMrRItnzaWV9fc18Nn4h5jHVpMdsd0WbSe97XTOob3FypO60wcv8a3n/Cb6JIUHJIux\nqWHfum9VquNKpKIC8MwLK6Cfsl3oE59q8de6zyXMfb99V07Orh07tufmblepTubtzNmxe3vO\njh25t1TmsofGWJwpWyc7JKuS/Si3k4+R58uL5S/k/zGxNrEzcTQJM0kxyTDJNPnO5LrJfZPX\nJu9MehSDFTaK0YrJCjfFRkWh4qCiXPFS0a34tykyFUwHmK4xTTXNNq0wPWZaZ/rC1ED1pnhq\nBRVJ7aJ+olqpTuoV9YZ6S/ei3egMOovOofPpu3QH/Yp+w/RnhjB2jBMTyxQyVYyeecv8i/m3\nklYi5WdKTikqxygdlM5Kb+VSZagySrleuUW5V1mgLFGWK28oHyi7lL8p35l9bjbYbLjZBDMX\ns9lmnmYLzRabJZqlmxWbHTc7a9Zgdsms2azLDFgT1py1ZAXWlh3PTmdns35sLLuR3cLuYPew\n+9gD7EG2jK1nr7CP2Xb2NfuBldh/IxNkjvqj0WgG8kGhKBmloC1oHzqCjqGzqB5dQz+ge6gV\ntaFX6E+EVTKVWvWVapBqiMpONVY1QeWkclfNV/mqVqpWqSJUcaq1qm9V2ap9qmJVheq46qzq\nouqaqln1o+qR6pnqteoP1V+q/5grzXuba8ytzIeYDzcfZT7ZfKa5J4cD8QA8DCfiJCA5GYJf\ntJbWXxUf3z5HEgPSwAYsgh0O1TqYwsg/MMJz8LQBWEUuGDEQVOAKru+MDAKBzdUcth41AE/D\nLp1WU9gXH0jX4jbmHbYVt036f6MtBKu5h3i1ETnu6Yn41MvkZ7C/0S2wmoLdrRxeR5NbP6OQ\n/FQH5Lcp+glIOlrHZW76NmszH7m24LAI15muGfWYm+QeHxCsNVbxmUYG0UbK4mB05PBWPJof\nMiF8rpc4c2qwFWY1WFUz8M407bymn6J+4WH676/Bq1gcSqctSl21LlI5N2LOqok8HjQclOAG\nczuAgQFXLyVHVoilMQURexcokbGrn8JSpDieM7I/8q4uyZS0xe5wm4N0uq3G/xtxqxu1dPey\n/AgtUCV0yMH0w5lvtoIqsXrCMaX+ZGVduwb6TLyLB2rxC9Kw0VI/U8iBeKahIi2hRDy0Jj90\nuWb0sgBrLTrIvts648pAAd1csaRsJo8tRmEWTxhVNOvMQnFJbX3MRf7mmbLm02IUg/sFeFtN\nCyq7lqYdS9vsbnEHmm/54dCpY+KJuoJb0EtDwPUsI7jurzf0J+B6xH+Da2cCZ/+HzjDzWpZ/\nKEQbXJZcc0nzD6lh/a/h4AST17EoRMgh8HAEc9iKqqAPv6d+ZlDPOkuYQwxnRWON4QUeL72g\nvqbxWDIUyNCKhrkZ7B802EuvYYLhNYX8gl35hUsPnl4tJlSkV2xtUCK5ESV9Te47UkD95ruM\nnrnixE2txIwzWDOjb83/A0kXLGGYVETZ0VYG24EEeg+ivzbY9iOD4TTYGoqobvqtNPxfhuEE\nlX59iVmQnRgeyAciI1Y+ndDE/024fBtqJFwiIlhvFmY6sGgW+wP9+DWSWA62GmlQBY09cC2e\nC7UUpmjYjAHvNbbZZOwHTeCLmyikG8Eie/bpUOomPTRbiLu/aLYAPrrRApl8MpT6gbYJIs0/\nHmiwxfwnjrcobCwVkJKUsopftz57Z7I4iUkrLNxSxJeV7dlP7Pw3x7veyPFKrcQAxQ7SMNrg\nZrhBOUgNeoMbI7lK1yhEBHZzFhAMAWvUkwajuOmxecKzVY6NNvxUtwjvYPFSuEfpWH7KnPiA\nEPGW0MK3nIzyEeOZrSvXbnRJt0/3SQ1NUbpvY1HWbAEZeZXmU/6ztX8TKh1ulweTfsrgk8Fe\noSUfYsb/ZoIcX1Oz6DdGJkgnH0Uu1kPubcj4b74FXnH4FVQxMBtM/xfnMlvEVfjRdFcaxlrC\n5Nt4MmSAE32vKca3Rjy+uNDNVoPdJ9tgKy12otWwVyqyFuBIPIuOl7fyj06uXkTkRtLceMHA\nO8MZGjcbVNQUadJ93MrAD5I5kc6HJa3LC0ExR5DMDZ3UBxrVFOrKazUPF54ZY+fra5epvUmX\nZefvytcW55XmV/Lny2KW+8WmjBFRMgv7SHf9Zw/PQZrecNcB0j/ypNG2Os9sm5cSFbJZGchc\ny6k890TzlnT0hSlx0XGJ4dHEoMF4MtmCcQBMwc4EYUfAJJhI2vIgsjoyL84xJdHRH1uRpDcD\n9yNpdDqeiPvDYAKoXEihtwInApg+oSLiLQQYIW4PXULfqIj19QmN8Jy7uvTGFnEOPeKSz+vu\n641PL8RV+u7XGvXdV18dzcqlkC6FFAKhHA6V1ugNX8J2+KDHH0gIM/qPJgxuyGDf0c8glIJi\nPekYaWKM99TvNGoB1+0C2pjEb4jelRsjorhFpF8n5kQtm4kEX9/4/XajKxxawuDl+ADlwYBH\nI4c5GjiYRKn7HO6AhjaLOinN2PcdpBtD5pe58PirkViOHbHLcyyHAT/Vl946I1qsm/6AwcnS\nCu5l0wTch7RtOInOO/7dge9Lbh7te/No5elGzYO5DWOsFy8euEV7g84+sn3/7nzlwX1lBUf5\nuuqw5eEJUQFrxHnhQ31Ij2n3MQItYbtRS13p3TrRmUEE6dRCEzc7ZGd+jBhVsK74oObsmcqb\nt2si3Qq1T+n0utSDMWXKMwGeBPBiheNcB5+yZY2rxU9O7Pa3E/9DZ8YLJ4zBSU0X4K3Un8N+\njHdmYhppnDdGJYbxnsF3QAZmx3958kwcQrtMCvoaMxo84vbX768dK7ldoyUtk2+rNEKHgCgw\nL4Pakcgm7SxZ2iHcOFgg+KTlsjUZjzd1ab89lVmcp/luZ27ezu1bN+ZqU3PzNufzpUXFZRWr\nD4YsDw+flyKunbV5OnbRIMPiTC4xMSoiThsTGrR+JT8n8GjDpepS43vB/MKcsjzlk9NTBTdb\nES2OjQ3x00y84vWs/erF1nOxVaj06P4zZwiyHdaGLbBm5Eis0SZ3H2MeNNa3PKxfPNVpga+9\nNnT8Cfrc4YzkwyLK2sP2aXvIWnyQzscKjMWbKwIqPr1ZVE9cFOG8ROxk0M+C/ElXI4vAJVlA\nekjRo42CFIwgiH510W/8ceIup0v3FZ3Q3PY+O3nKwiWu/vvWnI7SojvWAonFV92k9DUIHNhi\nc6qN6d/2rzbyg22xmmhqV3bePgH90Xyt+9eZNwaKeDzS9TB6Ocm+t0j2ffJPJgWTbhislfYw\nqEqYR6/YHBq7kJ9HUnVzczPa9g9XWlF1N1dUy5+2Q3K74qll+3kakuEmhf86ISwjDoivUfDe\nnkGchW1M2oaFrMVXhcjI2TfRJbvy8vfxeflbUg+KxMWGERf7SNLcYbfQ3Bg+JCxpVbS4YW16\namxgTXDfSxWHi07wxYfT46+IqLF61SKf4FAv7+Bj9fXVxxpFZAk5dBILQQh+YsBK3wJf/hR7\nCY2BgePwwGkzkPxvSaPDl8zQoKxkFsndWGRYRGdj1fIZ4zOUDvuZq5mnik9fqT6/v2n7L0qJ\nQpIzZcjt7omwc2DQJ1bP7xOrNxa8YRHYk80bfMiRA4LTN3AlPS4kPSZIdFu+CnE7hOuWOwT1\nKwHO61DGMaFwZZrxRUVEGot8NQFF0afWatOKD20u5g9U7thxUDzDpCcmbEGV2n2ronKm87hy\nDpymEScNajYEG4KbaeRVHXmr+LvsHWUk9egk1zvA3zcOnB/IEd10JlMY32KEKxeJ9jJZvxqx\n0n9JvhOPV5OQMjVyFNbUdZLPIzhDMPqvuv5fr6pxC505a5W3b6rSifmw49azTLBQQgqSn+uA\nTR0KyU1Sc8j0r3XN/15Ho54IU/sB7TSpeXJ0J/x2H5S9q0xEtfyjc4iba4xff/B3wf7Y3wXI\n7h6QQxpdPH7hnviOUdNzvSlPBgogBhdALDWPueZNoXaD6jz7bOZte3Gu6YUT/j7oYsBFsCY7\nlPWzgPD4btiGDEXt6CkrVUA1JwXPRGFtOzNL+YrygtJiMX9/dvaxOiXiKg7FRETEGL+HjpQf\nPlROckxUXFz06pK40tKSktLSuJIoEZHSIpl95IlBDVc+RnTTartm9z9abx5tfajdtSEnfUea\n8hPB91cK3OL+vXnqX5tp9UVB/XcVthgRySKsYEqxhqqlS0FDgYI4hX3S0KHYijRsQ9/A2CQR\n1W1kFeCUzkqL9NhAFJboz3JOtBfeQzXRBJ7J0V3LEwKNuhUtlt1tNHrJgiPCkRApBTUT/S2S\nJCYsLNw71kNZSyND8ExGTRYejLiFEfFrA/jolJwSTxGRc7HXw+vCKpWSRKP7Ibo+90ijjyyj\nSSYgXwLEYDaBXSjrAYx/QGKKOIU2Z0V2/AZNUkbqhgwUJmSxKFc4fIagL9Q1rFsinWP81V1G\nnus4MazhzSLpDY2ybkj0DTnBNZ3vweV5YrN/PQl2I8t9XQ7oHnTdU0ivEU2ANsFjarFypdHh\nEA+VNzDxXHAzkm1ydJm/WLtyvkiy1vZolgR2NzxD2NG45tG/X0PYJlWAIQSVRUYGBVdE1lSV\nVyBdFisNMjqctIV4nFoneRodHYa2wB4d2vnn5XqQZyrRkSNX9on7f9iBorEtV+p/gDa+bXqg\nR3jFGRiNPvrTas7B1XWc/W3Xtqd3kBy2PW420loo61LdDYkhy/o/vHZjlAplbmRzdHJlYW0K\nZW5kb2JqCjggMCBvYmoKICAgODUxMwplbmRvYmoKOSAwIG9iago8PCAvTGVuZ3RoIDEwIDAg\nUgogICAvRmlsdGVyIC9GbGF0ZURlY29kZQo+PgpzdHJlYW0KeJxdks9ugzAMxu95Ch+7QwWF\nEloJIU3dhcP+aGwPQBPTIo0QBXrg7WfHVSftAP4l+T7bcpKcmpfGDQskH2EyLS7QD84GnKdb\nMAhnvAxO7TKwg1nuq/g3Y+dVQuZ2nRccG9dPqqog+aTDeQkrbJ7tdMYnBQDJe7AYBneBzfep\nla325v0PjugWSFVdg8We0r12/q0bEZJo3jaWzodl3ZLtT/G1eoQsrnfSkpkszr4zGDp3QVWl\naQ1V39cKnf13lmViOffm2gVV7fckTVMKxLlwTpzvIlMgzoQz1hSiKYi1jUyBWDSaNaVwGfko\nfGRNLxpqrCqkVsG1Sumh5B601NVcV0stzbWyNDIF2hevZq82wobzyH4Z+5ecOefMD8IHZi2s\nmUVPgQd1nwiPjO/2cRfmFgJdQ3wAcf48+cHh4434ybMrfr+5iKCzCmVuZHN0cmVhbQplbmRv\nYmoKMTAgMCBvYmoKICAgMzI3CmVuZG9iagoxMSAwIG9iago8PCAvVHlwZSAvRm9udERlc2Ny\naXB0b3IKICAgL0ZvbnROYW1lIC9VTklJVUQrTmltYnVzU2Fucy1SZWd1bGFyCiAgIC9Gb250\nRmFtaWx5IChOaW1idXMgU2FucykKICAgL0ZsYWdzIDQKICAgL0ZvbnRCQm94IFsgLTIxMCAt\nMjk5IDEwMzIgMTA3NSBdCiAgIC9JdGFsaWNBbmdsZSAwCiAgIC9Bc2NlbnQgNzI5CiAgIC9E\nZXNjZW50IC0yNzEKICAgL0NhcEhlaWdodCAxMDc1CiAgIC9TdGVtViA4MAogICAvU3RlbUgg\nODAKICAgL0ZvbnRGaWxlMyA3IDAgUgo+PgplbmRvYmoKNiAwIG9iago8PCAvVHlwZSAvRm9u\ndAogICAvU3VidHlwZSAvVHlwZTEKICAgL0Jhc2VGb250IC9VTklJVUQrTmltYnVzU2Fucy1S\nZWd1bGFyCiAgIC9GaXJzdENoYXIgMzIKICAgL0xhc3RDaGFyIDEyMQogICAvRm9udERlc2Ny\naXB0b3IgMTEgMCBSCiAgIC9FbmNvZGluZyAvV2luQW5zaUVuY29kaW5nCiAgIC9XaWR0aHMg\nWyAyNzggMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCA1NTYgNTU2IDU1NiA1NTYg\nMCA1NTYgMCA1NTYgMCAwIDAgMCAwIDAgMCAwIDAgMCA3MjIgNzIyIDY2NyAwIDAgMCAwIDAg\nMCAwIDAgMCAwIDAgMCAwIDY2NyAwIDAgMCAwIDAgMCAwIDAgMCAwIDAgMCAwIDU1NiA1NTYg\nNTAwIDAgNTU2IDAgMCAwIDAgMCAwIDIyMiA4MzMgMCA1NTYgMCAwIDMzMyA1MDAgMjc4IDAg\nMCAwIDAgNTAwIF0KICAgIC9Ub1VuaWNvZGUgOSAwIFIKPj4KZW5kb2JqCjEgMCBvYmoKPDwg\nL1R5cGUgL1BhZ2VzCiAgIC9LaWRzIFsgMiAwIFIgXQogICAvQ291bnQgMQo+PgplbmRvYmoK\nMTIgMCBvYmoKPDwgL1Byb2R1Y2VyIChjYWlybyAxLjE1LjEyIChodHRwOi8vY2Fpcm9ncmFw\naGljcy5vcmcpKQogICAvQ3JlYXRpb25EYXRlIChEOjIwMTgwNjAxMTY0NDQ2KzAyJzAwKQo+\nPgplbmRvYmoKMTMgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cKICAgL1BhZ2VzIDEgMCBSCj4+\nCmVuZG9iagp4cmVmCjAgMTQKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDI1ODAxIDAwMDAw\nIG4gCjAwMDAwMTU4MDMgMDAwMDAgbiAKMDAwMDAxNTY5NCAwMDAwMCBuIAowMDAwMDAwMDE1\nIDAwMDAwIG4gCjAwMDAwMTU2NzAgMDAwMDAgbiAKMDAwMDAyNTM1OSAwMDAwMCBuIAowMDAw\nMDE2MDIxIDAwMDAwIG4gCjAwMDAwMjQ2MzEgMDAwMDAgbiAKMDAwMDAyNDY1NCAwMDAwMCBu\nIAowMDAwMDI1MDU5IDAwMDAwIG4gCjAwMDAwMjUwODIgMDAwMDAgbiAKMDAwMDAyNTg2NiAw\nMDAwMCBuIAowMDAwMDI1OTgzIDAwMDAwIG4gCnRyYWlsZXIKPDwgL1NpemUgMTQKICAgL1Jv\nb3QgMTMgMCBSCiAgIC9JbmZvIDEyIDAgUgo+PgpzdGFydHhyZWYKMjYwMzYKJSVFT0YK",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAGkCAIAAABxXfFxAAAACXBIWXMAAArDAAAKwwE0KSSr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\nANQkxDcAQE36f8EeEFt9+CYoAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fortify(dm) %>%\n",
    "    mutate(\n",
    "        EmbryoState = factor(num_cells) %>%\n",
    "            lvls_revalue(paste(levels(.), 'cell state'))\n",
    "    ) %>% ggplot(aes(DC1, DC2, colour = EmbryoState)) +\n",
    "        geom_point()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Diffusion Components of a converted Diffusion Map, similar to the genes in the input `ExpressionSet`, are individual variables instead of two columns in a long-form data frame, but sometimes it can be useful to “tidy” them:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/pdf": "JVBERi0xLjUKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nIC9JbmZvIDEyIDAgUgo+PgpzdGFydHhyZWYKNjkxNzAKJSVFT0YK",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAGkCAIAAABxXfFxAAAACXBIWXMAAArDAAAKwwE0KSSr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\nAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fortify(dm) %>%\n",
    "    gather(DC, OtherDC, num_range('DC', 2:5)) %>%\n",
    "    ggplot(aes(DC1, OtherDC, colour = factor(num_cells))) +\n",
    "        geom_point() +\n",
    "        facet_wrap(~ DC)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another tip: To reduce overplotting, use `sample_frac(., 1.0, replace = FALSE)` (the default) in a pipeline.\n",
    "\n",
    "Adding a constant `alpha` improves this even more, and also helps you see density:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/pdf": "JVBERi0xLjUKJbXtrvsKNCAwIG9iago8PCAvTGVuZ3RoIDUgMCBSCiAgIC9GaWx0ZXIgL0Zs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\nIFIKICAgL0luZm8gMTIgMCBSCj4+CnN0YXJ0eHJlZgoyODk5OQolJUVPRgo=",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeoAAAGkCAIAAABxXfFxAAAACXBIWXMAAArDAAAKwwE0KSSr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\nIqKWxPgmImpJ/x+RzgK15howyAAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fortify(dm) %>%\n",
    "    sample_frac() %>%\n",
    "    ggplot(aes(DC1, DC2, colour = factor(num_cells))) +\n",
    "        geom_point(alpha = .3)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.5.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
